From 53dd3e074a150ec43440d4ae187974cb59a3fb36 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 11:45:02 -0400
Subject: [PATCH 01/56] chore(branding): update MetaForge logo and application
 icon

---
 README.md                                     |   2 +-
 README.ru.md                                  |   2 +-
 README.zh_CN.md                               |   2 +-
 core/metaforge-web/index.html                 |   3 ++-
 .../public/static/images/logo.png             | Bin 65187 -> 883714 bytes
 .../public/static/images/metaforge-icon.png   | Bin 0 -> 1189278 bytes
 core/metaforge-web/src/style.css              |  12 ++++++++++++
 .../src/views/auth/signin/AuthSignin.vue      |   2 +-
 .../src/views/auth/signup/AuthSignup.vue      |   2 +-
 .../common/components/LayoutFooter.vue        |   2 +-
 .../common/components/LayoutHeader.vue        |   2 +-
 .../src/views/setup/SetupHome.vue             |   2 +-
 docs/assets/brand/metaforge-identity.png      | Bin 0 -> 1102686 bytes
 docs/assets/logo.png                          | Bin 65187 -> 883714 bytes
 docs/assets/metaforge-icon.png                | Bin 0 -> 1189278 bytes
 docs/pageforge.yaml                           |   4 ++--
 16 files changed, 24 insertions(+), 11 deletions(-)
 create mode 100644 core/metaforge-web/public/static/images/metaforge-icon.png
 create mode 100644 docs/assets/brand/metaforge-identity.png
 create mode 100644 docs/assets/metaforge-icon.png

diff --git a/README.md b/README.md
index 912b1a5ae7..d4d1307594 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <div align="center">
 
-<img width=68 height=65 src="core/metaforge-web/public/static/images/logo.png" />
+<img width="68" height="68" alt="MetaForge" src="core/metaforge-web/public/static/images/logo.png" />
 
 # MetaForge
 
diff --git a/README.ru.md b/README.ru.md
index 1c0bc81ee3..de30f8eca8 100644
--- a/README.ru.md
+++ b/README.ru.md
@@ -1,6 +1,6 @@
 <div align="center">
 
-<img width=68 height=65 src="core/metaforge-web/public/static/images/logo.png" />
+<img width="68" height="68" alt="MetaForge" src="core/metaforge-web/public/static/images/logo.png" />
 
 # MetaForge
 
diff --git a/README.zh_CN.md b/README.zh_CN.md
index e3fe42d3bd..9f4c79574b 100644
--- a/README.zh_CN.md
+++ b/README.zh_CN.md
@@ -1,6 +1,6 @@
 <div align="center">
 
-<img width=68 height=65 src="core/metaforge-web/public/static/images/logo.png" />
+<img width="68" height="68" alt="MetaForge" src="core/metaforge-web/public/static/images/logo.png" />
 
 # MetaForge
 
diff --git a/core/metaforge-web/index.html b/core/metaforge-web/index.html
index ad35647725..9ac4e15949 100644
--- a/core/metaforge-web/index.html
+++ b/core/metaforge-web/index.html
@@ -2,7 +2,8 @@
 <html lang="en">
 <head>
     <meta charset="UTF-8"/>
-    <link rel="icon" type="image/svg+xml" href="/static/images/logo.png"/>
+    <link rel="icon" type="image/png" href="/static/images/metaforge-icon.png"/>
+    <link rel="apple-touch-icon" href="/static/images/metaforge-icon.png"/>
     <meta name="viewport" content="width=device-width, initial-scale=1.0"/>
     <title>MetaForge Console</title>
 </head>
diff --git a/core/metaforge-web/public/static/images/logo.png b/core/metaforge-web/public/static/images/logo.png
index f1dba5344b9a4576c5de913841206217c557e5f2..8620476636ec30ae270a4d0ea2fd425a97bd4b66 100644
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HcmV?d00001

diff --git a/core/metaforge-web/src/style.css b/core/metaforge-web/src/style.css
index a3737494c5..db6f4166fe 100644
--- a/core/metaforge-web/src/style.css
+++ b/core/metaforge-web/src/style.css
@@ -10,6 +10,18 @@
     width: 100vw;
 }
 
+/* Preserve the folded mark instead of cropping it as a user avatar. */
+.dc-brand-logo {
+    display: block;
+    flex-shrink: 0;
+    object-fit: contain;
+}
+
+html.dark .dc-brand-logo,
+[data-theme='dark'] .dc-brand-logo {
+    filter: brightness(0) invert(1);
+}
+
 /* ant-design-vue 定制：下拉选项（Select / 分页每页条数等）之间留间距 + 圆角，
    避免 hover 态与已选态紧贴在一起 */
 .ant-select-dropdown .ant-select-item {
diff --git a/core/metaforge-web/src/views/auth/signin/AuthSignin.vue b/core/metaforge-web/src/views/auth/signin/AuthSignin.vue
index b9a2dfcbef..a6aaccf7f2 100644
--- a/core/metaforge-web/src/views/auth/signin/AuthSignin.vue
+++ b/core/metaforge-web/src/views/auth/signin/AuthSignin.vue
@@ -5,7 +5,7 @@
         <MfCard class="w-full">
           <template #header>
             <div class='flex items-center justify-center'>
-              <MfAvatar src="/static/images/logo.png" alt="MetaForge"/>
+              <img src="/static/images/logo.png" alt="MetaForge" width="56" height="56" class="dc-brand-logo"/>
             </div>
           </template>
 
diff --git a/core/metaforge-web/src/views/auth/signup/AuthSignup.vue b/core/metaforge-web/src/views/auth/signup/AuthSignup.vue
index ba174cf012..439d5509ef 100644
--- a/core/metaforge-web/src/views/auth/signup/AuthSignup.vue
+++ b/core/metaforge-web/src/views/auth/signup/AuthSignup.vue
@@ -5,7 +5,7 @@
         <MfCard class="w-full">
           <template #header>
             <div class='flex items-center justify-center'>
-              <MfAvatar src="/static/images/logo.png" alt="MetaForge"/>
+              <img src="/static/images/logo.png" alt="MetaForge" width="56" height="56" class="dc-brand-logo"/>
             </div>
           </template>
 
diff --git a/core/metaforge-web/src/views/layouts/common/components/LayoutFooter.vue b/core/metaforge-web/src/views/layouts/common/components/LayoutFooter.vue
index 115ef52d9e..8a0763efc1 100644
--- a/core/metaforge-web/src/views/layouts/common/components/LayoutFooter.vue
+++ b/core/metaforge-web/src/views/layouts/common/components/LayoutFooter.vue
@@ -2,7 +2,7 @@
   <div class="dc-footer">
     <div class="dc-footer__inner">
       <div class="dc-footer__brand">
-        <MfAvatar src="/static/images/logo.png" alt="MetaForge Logo"/>
+        <img src="/static/images/logo.png" alt="" width="48" height="48" class="dc-brand-logo"/>
         <div class="dc-footer__company">MetaForge</div>
         <p class="dc-footer__desc">
           MetaForge is integrated software for data transformation, integration, and visualization.
diff --git a/core/metaforge-web/src/views/layouts/common/components/LayoutHeader.vue b/core/metaforge-web/src/views/layouts/common/components/LayoutHeader.vue
index 7957ea5215..7e89122c7f 100644
--- a/core/metaforge-web/src/views/layouts/common/components/LayoutHeader.vue
+++ b/core/metaforge-web/src/views/layouts/common/components/LayoutHeader.vue
@@ -10,7 +10,7 @@
     <div class="container dc-header__layout flex min-h-16 w-full items-center justify-between gap-6 py-3">
       <div class="dc-header__navigation flex min-w-0 flex-1 items-center gap-6">
         <router-link to="/" class="flex items-center gap-2 shrink-0">
-          <MfAvatar src="/static/images/logo.png" alt="MetaForge Logo" :size="34"/>
+          <img src="/static/images/logo.png" alt="" width="40" height="40" class="dc-brand-logo"/>
           <span class="dc-header__wordmark">MetaForge</span>
         </router-link>
 
diff --git a/core/metaforge-web/src/views/setup/SetupHome.vue b/core/metaforge-web/src/views/setup/SetupHome.vue
index f905bcfdad..73ebba06b7 100644
--- a/core/metaforge-web/src/views/setup/SetupHome.vue
+++ b/core/metaforge-web/src/views/setup/SetupHome.vue
@@ -5,7 +5,7 @@
         <MfCard class="w-full" padding="none">
           <template #header>
             <div class="flex items-center justify-center gap-3">
-              <MfAvatar src="/static/images/logo.png" alt="MetaForge"/>
+              <img src="/static/images/logo.png" alt="MetaForge" width="48" height="48" class="dc-brand-logo"/>
               <div>
                 <div class="text-base font-semibold">{{ $t('setup.title') }}</div>
                 <div class="text-xs text-content-tertiary">{{ $t('setup.subtitle') }}</div>
diff --git a/docs/assets/brand/metaforge-identity.png b/docs/assets/brand/metaforge-identity.png
new file mode 100644
index 0000000000000000000000000000000000000000..6dfac5ddee60ca3ada0e24bca2f384aa34ab59d4
GIT binary patch
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HcmV?d00001

diff --git a/docs/pageforge.yaml b/docs/pageforge.yaml
index 33f8950de0..1bbd6809f1 100644
--- a/docs/pageforge.yaml
+++ b/docs/pageforge.yaml
@@ -4,7 +4,7 @@ site:
   description: MetaForge is integrated software for data transformation, integration, and visualization. Support a variety of data sources, file types, big data related database, relational database, NoSQL database, etc. Through the software can realize the management of multiple data sources, the data under the source of various operations conversion ...
   keywords: metaforge,database,mysql,postgresql,clickhouse,oracle,sqlserver,sqlserver2008,sqlserver2012,sqlserver2014,sqlserver2016,sqlserver2017,sqlserver2019,sqlserver2022,hive,spark,mysql,postgresql,clickhouse,oracle,sqlserver,sqlserver2008,sqlserver2012,sqlserver2014,sqlserver2016,sqlserver2017,sqlserver2019,sqlserver2022,hive,spark
   logo: /assets/logo.png
-  favicon: assets/logo.png
+  favicon: /assets/metaforge-icon.png
   baseUrl: https://metaforge.devlive.org
 
 repo:
@@ -334,4 +334,4 @@ nav:
   - NavDriver:
       - /driver/mongodb.md
   - /useCases
-  - /partners
\ No newline at end of file
+  - /partners

From de0c901cf434053363cf38980bae94590602b039 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 11:55:56 -0400
Subject: [PATCH 02/56] refactor(plugin): unify redis jdbc connector

- drop the native redis plugin and its protocol service
- rename metaforge-plugin-redis-jdbc to metaforge-plugin-redis
  with classes RedisPlugin and RedisService
- expose the connector as "Redis" instead of "Redis Jdbc"
- point the service driver to the real RedisJdbcDriver class,
  the old name referenced a missing class and broke connections
- sync registries, store metadata, docs and icons
---
 configure/etc/conf/plugin.conf                |   2 +-
 configure/etc/conf/plugins.properties         |   3 +-
 configure/metadata.json                       |  25 +---
 .../public/static/images/plugin/redisjdbc.svg |  22 ---
 docs/assets/plugin/redisjdbc.svg              |  22 ---
 .../reference/connectors/redis/home.md        |   7 +-
 logo/plugin/redisjdbc.svg                     |  22 ---
 plugin/metaforge-plugin-redis-jdbc/pom.xml    |  70 ---------
 .../org.devlive.metaforge.plugin.Plugin       |   1 -
 .../org.devlive.metaforge.plugin.Service      |   1 -
 plugin/metaforge-plugin-redis/pom.xml         |   9 +-
 .../metaforge/plugin/RedisPlugin.java}        |   4 +-
 .../metaforge/plugin/RedisService.java}       |   4 +-
 .../plugin/natived/redis/RedisAdapter.java    |  88 -----------
 .../plugin/natived/redis/RedisConnection.java |  60 --------
 .../plugin/natived/redis/RedisPlugin.java     | 140 ------------------
 .../plugin/natived/redis/RedisService.java    |  65 --------
 .../org.devlive.metaforge.plugin.Plugin       |   2 +-
 .../org.devlive.metaforge.plugin.Service      |   2 +-
 pom.xml                                       |   1 -
 20 files changed, 21 insertions(+), 529 deletions(-)
 delete mode 100644 core/metaforge-web/public/static/images/plugin/redisjdbc.svg
 delete mode 100644 docs/assets/plugin/redisjdbc.svg
 delete mode 100644 logo/plugin/redisjdbc.svg
 delete mode 100644 plugin/metaforge-plugin-redis-jdbc/pom.xml
 delete mode 100644 plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin
 delete mode 100644 plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service
 rename plugin/{metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcPlugin.java => metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisPlugin.java} (97%)
 rename plugin/{metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcService.java => metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisService.java} (81%)
 delete mode 100644 plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisAdapter.java
 delete mode 100644 plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisConnection.java
 delete mode 100644 plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisPlugin.java
 delete mode 100644 plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisService.java

diff --git a/configure/etc/conf/plugin.conf b/configure/etc/conf/plugin.conf
index 0ea7bee929..f559139fea 100644
--- a/configure/etc/conf/plugin.conf
+++ b/configure/etc/conf/plugin.conf
@@ -45,7 +45,7 @@ metaforge-plugin-questdb
 metaforge-plugin-h2-tcp
 metaforge-plugin-clickhouse-http
 metaforge-plugin-ceresdb
-metaforge-plugin-redis-jdbc
+metaforge-plugin-redis
 metaforge-plugin-elasticsearch-8x
 metaforge-plugin-mongo-atlas
 metaforge-plugin-mongo-community
diff --git a/configure/etc/conf/plugins.properties b/configure/etc/conf/plugins.properties
index cd12df12d9..844ea55812 100644
--- a/configure/etc/conf/plugins.properties
+++ b/configure/etc/conf/plugins.properties
@@ -7,7 +7,6 @@ metaforge-plugin-cratedb-http=plugin/metaforge-plugin-cratedb-http/pom.xml
 metaforge-plugin-alioss=plugin/metaforge-plugin-alioss/pom.xml
 metaforge-plugin-zookeeper=plugin/metaforge-plugin-zookeeper/pom.xml
 metaforge-plugin-kafka=plugin/metaforge-plugin-kafka/pom.xml
-metaforge-plugin-redis=plugin/metaforge-plugin-redis/pom.xml
 metaforge-plugin-h2=plugin/metaforge-plugin-h2/pom.xml
 metaforge-plugin-hdfs=plugin/metaforge-plugin-hdfs/pom.xml
 metaforge-plugin-db2=plugin/metaforge-plugin-db2/pom.xml
@@ -47,7 +46,7 @@ metaforge-plugin-questdb=plugin/metaforge-plugin-questdb/pom.xml
 metaforge-plugin-h2-tcp=plugin/metaforge-plugin-h2-tcp/pom.xml
 metaforge-plugin-clickhouse-http=plugin/metaforge-plugin-clickhouse-http/pom.xml
 metaforge-plugin-ceresdb=plugin/metaforge-plugin-ceresdb/pom.xml
-metaforge-plugin-redis-jdbc=plugin/metaforge-plugin-redis-jdbc/pom.xml
+metaforge-plugin-redis=plugin/metaforge-plugin-redis/pom.xml
 metaforge-plugin-elasticsearch-8x=plugin/metaforge-plugin-elasticsearch-8x/pom.xml
 metaforge-plugin-mongo-atlas=plugin/metaforge-plugin-mongo-atlas/pom.xml
 metaforge-plugin-mongo-community=plugin/metaforge-plugin-mongo-community/pom.xml
diff --git a/configure/metadata.json b/configure/metadata.json
index 9029039a0b..cf68a461a1 100644
--- a/configure/metadata.json
+++ b/configure/metadata.json
@@ -125,21 +125,6 @@
       ],
       "url": "https://repo1.maven.org/maven2/org/devlive/metaforge/metaforge-plugin-kafka/2026.0.0/metaforge-plugin-kafka-2026.0.0-bin.tar.gz"
     },
-    {
-      "key": "metaforge-plugin-redis",
-      "label": "Redis",
-      "description": "Redis is an in-memory data store used by millions of developers as a cache, vector database, document database, streaming engine, and message broker. Redis has built-in replication and different levels of on-disk persistence. It supports complex data types (for example, strings, hashes, lists, sets, sorted sets, and JSON), with atomic operations defined on those data types.",
-      "i18nFormat": true,
-      "type": "Connector",
-      "version": "2026.0.0",
-      "author": "metaforge-community",
-      "logo": "http://devlive-cdn.oss-cn-beijing.aliyuncs.com/applications/metaforge/resources/logo/plugin/redis.svg",
-      "released": "2026-01-28 16:48:33",
-      "supportVersion": [
-        "ALL"
-      ],
-      "url": "https://repo1.maven.org/maven2/org/devlive/metaforge/metaforge-plugin-redis/2026.0.0/metaforge-plugin-redis-2026.0.0-bin.tar.gz"
-    },
     {
       "key": "metaforge-plugin-h2",
       "label": "H2",
@@ -741,19 +726,19 @@
       "url": "https://repo1.maven.org/maven2/org/devlive/metaforge/metaforge-plugin-ceresdb/2026.0.0/metaforge-plugin-ceresdb-2026.0.0-bin.tar.gz"
     },
     {
-      "key": "metaforge-plugin-redis-jdbc",
-      "label": "Redis JDBC",
-      "description": "Use JDBC to access Redis",
+      "key": "metaforge-plugin-redis",
+      "label": "Redis",
+      "description": "Redis is an in-memory data store used by millions of developers as a cache, vector database, document database, streaming engine, and message broker. Redis has built-in replication and different levels of on-disk persistence. It supports complex data types (for example, strings, hashes, lists, sets, sorted sets, and JSON), with atomic operations defined on those data types.",
       "i18nFormat": true,
       "type": "Connector",
       "version": "2026.0.0",
       "author": "metaforge-community",
-      "logo": "http://devlive-cdn.oss-cn-beijing.aliyuncs.com/applications/metaforge/resources/logo/plugin/redisjdbc.svg",
+      "logo": "http://devlive-cdn.oss-cn-beijing.aliyuncs.com/applications/metaforge/resources/logo/plugin/redis.svg",
       "released": "2026-01-28 16:48:33",
       "supportVersion": [
         "ALL"
       ],
-      "url": "https://repo1.maven.org/maven2/org/devlive/metaforge/metaforge-plugin-redis-jdbc/2026.0.0/metaforge-plugin-redis-jdbc-2026.0.0-bin.tar.gz"
+      "url": "https://repo1.maven.org/maven2/org/devlive/metaforge/metaforge-plugin-redis/2026.0.0/metaforge-plugin-redis-2026.0.0-bin.tar.gz"
     },
     {
       "key": "metaforge-plugin-elasticsearch-8x",
diff --git a/core/metaforge-web/public/static/images/plugin/redisjdbc.svg b/core/metaforge-web/public/static/images/plugin/redisjdbc.svg
deleted file mode 100644
index 3b442a5298..0000000000
--- a/core/metaforge-web/public/static/images/plugin/redisjdbc.svg
+++ /dev/null
@@ -1,22 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 200 200">
-    <!-- 背景圆形 -->
-    <!-- Background circle -->
-    <circle cx="100" cy="100" r="100" fill="#DC382D" />
-
-    <!-- 插件图标 -->
-    <!-- Plugin icon -->
-    <g transform="translate(40,30) scale(0.9)" fill="#FFFFFF">
-        <g fill="#FFFFFF">
-            <path d="M6.2 52.7c6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0-1.3-1.7-2.4-5-3.6-6.5-2.4-41.1-16.1-47.7-18.6-6.6-2.4-9.3-2.3-17.1.5-7.8 2.8-44.5 17.2-51.1 19.8-3.2 1.3-5 2.4-5 3.7h-.2v12.7c.2 1.2 2.1 2.5 5.4 4.1zm60.4 1.8l-20.3-8.4 29.1-4.5-8.8 12.9zm44.1-20l-17.2 6.8-1.9.7-17.2-6.8 19.1-7.5 17.2 6.8zm-50.6-12.5l-2.8-5.2 8.8 3.4 8.3-2.7-2.2 5.4 8.4 3.2-10.9 1.1-2.4 5.9-3.9-6.5-12.6-1.1 9.3-3.5zm-21.7 7.3c8.6 0 15.6 2.7 15.6 6s-7 6-15.6 6-15.6-2.7-15.6-6 7-6 15.6-6zM122 59.8c-6.7 3.5-41.4 17.8-48.8 21.6-7.4 3.9-11.5 3.8-17.3 1-5.8-2.8-43-17.7-49.6-20.9-3.4-1.6-5.3-2.9-5.3-4.2v12.7c0 1.3 1.9 2.6 5.2 4.2 6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0 1.1-1.6 2.5-4.9 4.2zM122 80.5c-6.7 3.5-41.4 17.8-48.8 21.6-7.4 3.9-11.5 3.8-17.3 1-5.8-2.8-43-17.7-49.6-20.9-3.4-1.5-5.3-2.9-5.3-4.2v12.7c0 1.3 1.9 2.6 5.2 4.2 6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0 1.2-1.6 2.5-4.9 4.2z" />
-        </g>
-    </g>
-
-    <text x="100" y="170"
-          font-family="Arial, sans-serif"
-          font-weight="bold"
-          font-size="28"
-          fill="#FFFFFF"
-          text-anchor="middle">
-        JDBC
-    </text>
-</svg>
diff --git a/docs/assets/plugin/redisjdbc.svg b/docs/assets/plugin/redisjdbc.svg
deleted file mode 100644
index 3b442a5298..0000000000
--- a/docs/assets/plugin/redisjdbc.svg
+++ /dev/null
@@ -1,22 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 200 200">
-    <!-- 背景圆形 -->
-    <!-- Background circle -->
-    <circle cx="100" cy="100" r="100" fill="#DC382D" />
-
-    <!-- 插件图标 -->
-    <!-- Plugin icon -->
-    <g transform="translate(40,30) scale(0.9)" fill="#FFFFFF">
-        <g fill="#FFFFFF">
-            <path d="M6.2 52.7c6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0-1.3-1.7-2.4-5-3.6-6.5-2.4-41.1-16.1-47.7-18.6-6.6-2.4-9.3-2.3-17.1.5-7.8 2.8-44.5 17.2-51.1 19.8-3.2 1.3-5 2.4-5 3.7h-.2v12.7c.2 1.2 2.1 2.5 5.4 4.1zm60.4 1.8l-20.3-8.4 29.1-4.5-8.8 12.9zm44.1-20l-17.2 6.8-1.9.7-17.2-6.8 19.1-7.5 17.2 6.8zm-50.6-12.5l-2.8-5.2 8.8 3.4 8.3-2.7-2.2 5.4 8.4 3.2-10.9 1.1-2.4 5.9-3.9-6.5-12.6-1.1 9.3-3.5zm-21.7 7.3c8.6 0 15.6 2.7 15.6 6s-7 6-15.6 6-15.6-2.7-15.6-6 7-6 15.6-6zM122 59.8c-6.7 3.5-41.4 17.8-48.8 21.6-7.4 3.9-11.5 3.8-17.3 1-5.8-2.8-43-17.7-49.6-20.9-3.4-1.6-5.3-2.9-5.3-4.2v12.7c0 1.3 1.9 2.6 5.2 4.2 6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0 1.1-1.6 2.5-4.9 4.2zM122 80.5c-6.7 3.5-41.4 17.8-48.8 21.6-7.4 3.9-11.5 3.8-17.3 1-5.8-2.8-43-17.7-49.6-20.9-3.4-1.5-5.3-2.9-5.3-4.2v12.7c0 1.3 1.9 2.6 5.2 4.2 6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0 1.2-1.6 2.5-4.9 4.2z" />
-        </g>
-    </g>
-
-    <text x="100" y="170"
-          font-family="Arial, sans-serif"
-          font-weight="bold"
-          font-size="28"
-          fill="#FFFFFF"
-          text-anchor="middle">
-        JDBC
-    </text>
-</svg>
diff --git a/docs/content/reference/connectors/redis/home.md b/docs/content/reference/connectors/redis/home.md
index c8b2cb9236..9e2f563b75 100644
--- a/docs/content/reference/connectors/redis/home.md
+++ b/docs/content/reference/connectors/redis/home.md
@@ -23,7 +23,7 @@ MetaForge declares the configuration fields inside the plugin class by default (
 
 !!! note
 
-    If your Redis service version requires other special configurations, please refer to modifying the configuration file and restarting the MetaForge service.
+    Queries are executed through the JDBC driver (`metaforge-driver-redis`), supporting the `SELECT` and `SHOW` keywords.
 
 !!!
 
@@ -37,7 +37,12 @@ MetaForge declares the configuration fields inside the plugin class by default (
     === "Authorization"
         |   Field    |        Required         | Default Value |
         |:----------:|:-----------------------:|:-------------:|
+        | `Username` | :x{20,#ff0000}: |       \-       |
         | `Password` | :x{20,#ff0000}: |       \-       |
+    === "Advanced"
+        |   Field    |        Required         | Default Value |
+        |:----------:|:-----------------------:|:-------------:|
+        | `Database` | :x{20,#ff0000}: |       `0`       |
 :::
 
 #### Version (Validation)
diff --git a/logo/plugin/redisjdbc.svg b/logo/plugin/redisjdbc.svg
deleted file mode 100644
index 3b442a5298..0000000000
--- a/logo/plugin/redisjdbc.svg
+++ /dev/null
@@ -1,22 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 200 200">
-    <!-- 背景圆形 -->
-    <!-- Background circle -->
-    <circle cx="100" cy="100" r="100" fill="#DC382D" />
-
-    <!-- 插件图标 -->
-    <!-- Plugin icon -->
-    <g transform="translate(40,30) scale(0.9)" fill="#FFFFFF">
-        <g fill="#FFFFFF">
-            <path d="M6.2 52.7c6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0-1.3-1.7-2.4-5-3.6-6.5-2.4-41.1-16.1-47.7-18.6-6.6-2.4-9.3-2.3-17.1.5-7.8 2.8-44.5 17.2-51.1 19.8-3.2 1.3-5 2.4-5 3.7h-.2v12.7c.2 1.2 2.1 2.5 5.4 4.1zm60.4 1.8l-20.3-8.4 29.1-4.5-8.8 12.9zm44.1-20l-17.2 6.8-1.9.7-17.2-6.8 19.1-7.5 17.2 6.8zm-50.6-12.5l-2.8-5.2 8.8 3.4 8.3-2.7-2.2 5.4 8.4 3.2-10.9 1.1-2.4 5.9-3.9-6.5-12.6-1.1 9.3-3.5zm-21.7 7.3c8.6 0 15.6 2.7 15.6 6s-7 6-15.6 6-15.6-2.7-15.6-6 7-6 15.6-6zM122 59.8c-6.7 3.5-41.4 17.8-48.8 21.6-7.4 3.9-11.5 3.8-17.3 1-5.8-2.8-43-17.7-49.6-20.9-3.4-1.6-5.3-2.9-5.3-4.2v12.7c0 1.3 1.9 2.6 5.2 4.2 6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0 1.1-1.6 2.5-4.9 4.2zM122 80.5c-6.7 3.5-41.4 17.8-48.8 21.6-7.4 3.9-11.5 3.8-17.3 1-5.8-2.8-43-17.7-49.6-20.9-3.4-1.5-5.3-2.9-5.3-4.2v12.7c0 1.3 1.9 2.6 5.2 4.2 6.7 3.2 43.7 18.1 49.5 20.9 5.8 2.8 10 2.8 17.4-1 7.4-3.9 42.2-18.1 48.9-21.6 3.4-1.8 4.9-3.2 4.9-4.4v-12.5c0 1.2-1.6 2.5-4.9 4.2z" />
-        </g>
-    </g>
-
-    <text x="100" y="170"
-          font-family="Arial, sans-serif"
-          font-weight="bold"
-          font-size="28"
-          fill="#FFFFFF"
-          text-anchor="middle">
-        JDBC
-    </text>
-</svg>
diff --git a/plugin/metaforge-plugin-redis-jdbc/pom.xml b/plugin/metaforge-plugin-redis-jdbc/pom.xml
deleted file mode 100644
index fbbc0174d3..0000000000
--- a/plugin/metaforge-plugin-redis-jdbc/pom.xml
+++ /dev/null
@@ -1,70 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <parent>
-        <artifactId>metaforge</artifactId>
-        <groupId>org.devlive.metaforge</groupId>
-        <version>2026.0.0</version>
-        <relativePath>../../pom.xml</relativePath>
-    </parent>
-    <modelVersion>4.0.0</modelVersion>
-
-    <name>metaforge-plugin-redis-jdbc</name>
-    <artifactId>metaforge-plugin-redis-jdbc</artifactId>
-    <description>MetaForge - Plugin - Redis - JDBC</description>
-
-    <dependencies>
-        <dependency>
-            <groupId>org.devlive.metaforge</groupId>
-            <artifactId>metaforge-spi</artifactId>
-            <scope>provided</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.devlive.metaforge</groupId>
-            <artifactId>metaforge-driver-redis</artifactId>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <artifactId>maven-assembly-plugin</artifactId>
-                <version>${assembly-plugin.version}</version>
-                <configuration>
-                    <finalName>${project.artifactId}</finalName>
-                    <descriptors>
-                        <descriptor>../../configure/assembly/plugin.xml</descriptor>
-                    </descriptors>
-                </configuration>
-                <executions>
-                    <execution>
-                        <id>make-assembly</id>
-                        <phase>package</phase>
-                        <goals>
-                            <goal>single</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-dependency-plugin</artifactId>
-                <executions>
-                    <execution>
-                        <id>copy-dependencies</id>
-                        <phase>package</phase>
-                        <goals>
-                            <goal>copy-dependencies</goal>
-                        </goals>
-                        <configuration>
-                            <outputDirectory>${project.build.directory}/dependencies</outputDirectory>
-                            <excludeScope>provided</excludeScope>
-                            <includeScope>runtime</includeScope>
-                        </configuration>
-                    </execution>
-                </executions>
-            </plugin>
-        </plugins>
-    </build>
-</project>
\ No newline at end of file
diff --git a/plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin b/plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin
deleted file mode 100644
index d844977e9e..0000000000
--- a/plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin
+++ /dev/null
@@ -1 +0,0 @@
-org.devlive.metaforge.plugin.RedisJdbcPlugin
diff --git a/plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service b/plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service
deleted file mode 100644
index 53b06a08f7..0000000000
--- a/plugin/metaforge-plugin-redis-jdbc/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service
+++ /dev/null
@@ -1 +0,0 @@
-org.devlive.metaforge.plugin.RedisJdbcService
diff --git a/plugin/metaforge-plugin-redis/pom.xml b/plugin/metaforge-plugin-redis/pom.xml
index e3792c68c1..3b59946f64 100644
--- a/plugin/metaforge-plugin-redis/pom.xml
+++ b/plugin/metaforge-plugin-redis/pom.xml
@@ -22,12 +22,7 @@
         </dependency>
         <dependency>
             <groupId>org.devlive.metaforge</groupId>
-            <artifactId>metaforge-common</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>redis.clients</groupId>
-            <artifactId>jedis</artifactId>
-            <version>${redis.version}</version>
+            <artifactId>metaforge-driver-redis</artifactId>
         </dependency>
     </dependencies>
 
@@ -72,4 +67,4 @@
             </plugin>
         </plugins>
     </build>
-</project>
+</project>
\ No newline at end of file
diff --git a/plugin/metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcPlugin.java b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisPlugin.java
similarity index 97%
rename from plugin/metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcPlugin.java
rename to plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisPlugin.java
index 95f7c4408a..0bdf168bca 100644
--- a/plugin/metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcPlugin.java
+++ b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisPlugin.java
@@ -11,13 +11,13 @@
 import java.util.List;
 import java.util.Map;
 
-public class RedisJdbcPlugin
+public class RedisPlugin
         extends Plugin
 {
     @Override
     public PluginConfigure describe()
     {
-        PluginConfigure configure = PluginConfigure.of("Redis Jdbc",
+        PluginConfigure configure = PluginConfigure.of("Redis",
                 Arrays.asList(
                         PluginConfigureField.builder()
                                 .field(PluginConfigureFieldName.name)
diff --git a/plugin/metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcService.java b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisService.java
similarity index 81%
rename from plugin/metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcService.java
rename to plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisService.java
index ca873e2f8b..0dfa21c758 100644
--- a/plugin/metaforge-plugin-redis-jdbc/src/main/java/org/devlive/metaforge/plugin/RedisJdbcService.java
+++ b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/RedisService.java
@@ -6,7 +6,7 @@
 
 @Slf4j
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP"})
-public class RedisJdbcService
+public class RedisService
         implements PluginService
 {
     @Override
@@ -18,6 +18,6 @@ public String connectType()
     @Override
     public String driver()
     {
-        return "org.devlive.metaforge.driver.redis.RedisDriver";
+        return "org.devlive.metaforge.driver.RedisJdbcDriver";
     }
 }
diff --git a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisAdapter.java b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisAdapter.java
deleted file mode 100644
index 43102e9001..0000000000
--- a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisAdapter.java
+++ /dev/null
@@ -1,88 +0,0 @@
-package org.devlive.metaforge.plugin.natived.redis;
-
-import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
-import lombok.extern.slf4j.Slf4j;
-import org.apache.commons.lang3.reflect.MethodUtils;
-import org.devlive.metaforge.spi.adapter.NativeAdapter;
-import org.devlive.metaforge.spi.model.Response;
-import org.devlive.metaforge.spi.model.RuntimeConfigure;
-import org.devlive.metaforge.spi.model.Time;
-import redis.clients.jedis.Connection;
-import redis.clients.jedis.Protocol;
-
-import java.lang.reflect.Method;
-import java.nio.charset.StandardCharsets;
-import java.util.ArrayList;
-import java.util.Date;
-import java.util.List;
-
-@Slf4j
-@SuppressFBWarnings(value = {"RCN_REDUNDANT_NULLCHECK_WOULD_HAVE_BEEN_A_NPE", "REC_CATCH_EXCEPTION"},
-        justification = "I prefer to suppress these FindBugs warnings")
-public class RedisAdapter
-        extends NativeAdapter
-{
-    protected RedisConnection redisConnection;
-
-    public RedisAdapter(RedisConnection redisConnection)
-    {
-        super(redisConnection);
-        this.redisConnection = redisConnection;
-    }
-
-    @Override
-    public Response handlerExecute(String content)
-    {
-        Time processorTime = new Time();
-        processorTime.setStart(new Date().getTime());
-        Response response = this.redisConnection.getResponse();
-        RuntimeConfigure configure = this.redisConnection.getConfigure();
-        if (response.getIsConnected()) {
-            List<String> headers = new ArrayList<>();
-            List<String> types = new ArrayList<>();
-            List<Object> columns = new ArrayList<>();
-            try {
-                String[] commands = content.split(" ");
-                Protocol.Command cmd = Protocol.Command.valueOf(commands[0].toUpperCase());
-                Method method = MethodUtils.getMatchingMethod(Connection.class, "sendCommand", Protocol.Command.class, String[].class);
-                method.setAccessible(true);
-                Connection client = this.redisConnection.getJedis().getClient();
-                List<String> cmdParam = new ArrayList<>();
-                for (int i = 0; i < commands.length; i++) {
-                    if (i == 0) {
-                        continue;
-                    }
-                    cmdParam.add(commands[i]);
-                }
-                String[] cmdParamArr = cmdParam.toArray(new String[] {});
-                method.invoke(client, cmd, cmdParamArr);
-                Object body = client.getOne();
-                headers.add(commands[1]);
-                types.add("String");
-                if (body instanceof List) {
-                    List<Object> bodySplit = ((List) body);
-                    for (Object obj : bodySplit) {
-                        columns.add(List.of(new String((byte[]) obj, StandardCharsets.UTF_8)));
-                    }
-                }
-                else {
-                    columns.add(List.of(new String((byte[]) body, StandardCharsets.UTF_8)));
-                }
-                response.setIsSuccessful(Boolean.TRUE);
-            }
-            catch (Exception ex) {
-                log.error("Execute content failed content {} exception ", content, ex);
-                response.setIsSuccessful(Boolean.FALSE);
-                response.setMessage(ex.getMessage());
-            }
-            finally {
-                response.setHeaders(headers);
-                response.setTypes(types);
-                response.setColumns(handlerFormatter(configure.getPluginManager(), configure.getFormat(), headers, columns));
-            }
-        }
-        processorTime.setEnd(new Date().getTime());
-        response.setProcessor(processorTime);
-        return response;
-    }
-}
diff --git a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisConnection.java b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisConnection.java
deleted file mode 100644
index f4be69f54f..0000000000
--- a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisConnection.java
+++ /dev/null
@@ -1,60 +0,0 @@
-package org.devlive.metaforge.plugin.natived.redis;
-
-import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
-import lombok.extern.slf4j.Slf4j;
-import org.devlive.metaforge.common.utils.OptionalUtils;
-import org.devlive.metaforge.spi.connection.Connection;
-import org.devlive.metaforge.spi.model.Response;
-import org.devlive.metaforge.spi.model.RuntimeConfigure;
-import redis.clients.jedis.Jedis;
-
-@Slf4j
-@SuppressFBWarnings(value = {"EI_EXPOSE_REP"})
-public class RedisConnection
-        extends Connection
-{
-    private RuntimeConfigure configure;
-    private Response response;
-    private Jedis jedis;
-
-    public RedisConnection(RuntimeConfigure configure, Response response)
-    {
-        super(configure, response);
-    }
-
-    @Override
-    protected java.sql.Connection openConnection()
-    {
-        try {
-            this.configure = getConfigure();
-            this.response = getResponse();
-            this.jedis = new Jedis(this.configure.getHost(), this.configure.getPort());
-            if (OptionalUtils.isNotEmpty(this.configure.getUsername()) && OptionalUtils.isNotEmpty(this.configure.getPassword())) {
-                this.jedis.auth(this.configure.getUsername().get(), this.configure.getPassword().get());
-            }
-            if (OptionalUtils.isNotEmpty(this.configure.getPassword())) {
-                this.jedis.auth(this.configure.getPassword().get());
-            }
-            this.jedis.ping("MetaForge");
-            response.setIsConnected(Boolean.TRUE);
-        }
-        catch (Exception ex) {
-            log.error("Connection failed ", ex);
-            response.setIsConnected(Boolean.FALSE);
-            response.setMessage(ex.getMessage());
-        }
-        return null;
-    }
-
-    @Override
-    public void destroy()
-    {
-        this.jedis.close();
-        log.info("Connection close successful");
-    }
-
-    public Jedis getJedis()
-    {
-        return jedis;
-    }
-}
diff --git a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisPlugin.java b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisPlugin.java
deleted file mode 100644
index 3eff7d2fc3..0000000000
--- a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisPlugin.java
+++ /dev/null
@@ -1,140 +0,0 @@
-package org.devlive.metaforge.plugin.natived.redis;
-
-import org.devlive.metaforge.plugin.Plugin;
-import org.devlive.metaforge.plugin.configure.FieldType;
-import org.devlive.metaforge.plugin.configure.PluginConfigure;
-import org.devlive.metaforge.plugin.configure.PluginConfigureCategory;
-import org.devlive.metaforge.plugin.configure.PluginConfigureExecutor;
-import org.devlive.metaforge.plugin.configure.PluginConfigureExecutorField;
-import org.devlive.metaforge.plugin.configure.PluginConfigureField;
-import org.devlive.metaforge.plugin.configure.PluginConfigureFieldGroup;
-import org.devlive.metaforge.plugin.configure.PluginConfigureFieldName;
-import org.devlive.metaforge.plugin.configure.PluginConfigureFieldType;
-import org.devlive.metaforge.plugin.configure.PluginConfigurePipelineType;
-import org.devlive.metaforge.plugin.configure.RunProtocol;
-
-import java.util.Arrays;
-import java.util.Collections;
-import java.util.List;
-import java.util.Map;
-
-public class RedisPlugin
-        extends Plugin
-{
-    @Override
-    public PluginConfigure describe()
-    {
-        PluginConfigure configure = PluginConfigure.of("Redis",
-                Arrays.asList(
-                        PluginConfigureField.builder()
-                                .field(PluginConfigureFieldName.name)
-                                .type(PluginConfigureFieldType.String)
-                                .required(true)
-                                .message("name is a required field, please be sure to enter")
-                                .build(),
-                        PluginConfigureField.builder()
-                                .field(PluginConfigureFieldName.host)
-                                .type(PluginConfigureFieldType.String)
-                                .required(true)
-                                .value("127.0.0.1")
-                                .message("host is a required field, please be sure to enter")
-                                .build(),
-                        PluginConfigureField.builder()
-                                .field(PluginConfigureFieldName.port)
-                                .type(PluginConfigureFieldType.Number)
-                                .required(true)
-                                .min(1L)
-                                .max(65535L)
-                                .value(6379)
-                                .message("port is a required field, please be sure to enter")
-                                .build(),
-                        PluginConfigureField.builder()
-                                .field(PluginConfigureFieldName.password)
-                                .type(PluginConfigureFieldType.String)
-                                .group(PluginConfigureFieldGroup.authorization)
-                                .build()),
-                Collections.singletonList(
-                        PluginConfigureExecutor.of("Seatunnel", PluginConfigurePipelineType.OUTPUT, RunProtocol.NONE,
-                                Arrays.asList(
-                                        PluginConfigureExecutorField.builder()
-                                                .field("host")
-                                                .origin("host")
-                                                .required(true)
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("port")
-                                                .origin("port")
-                                                .required(true)
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("user")
-                                                .origin("username")
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("auth")
-                                                .origin("password")
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("key")
-                                                .origin("key")
-                                                .required(true)
-                                                .override(true)
-                                                .input(true)
-                                                .description("The value of key you want to write to redis.")
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("data_type")
-                                                .origin("data_type")
-                                                .required(true)
-                                                .override(true)
-                                                .input(true)
-                                                .type(FieldType.SELECT)
-                                                .defaultValues(Arrays.asList("key", "hash", "list", "set", "zset"))
-                                                .description("Redis data types")
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("mode")
-                                                .origin("mode")
-                                                .override(true)
-                                                .input(true)
-                                                .type(FieldType.SELECT)
-                                                .value("single")
-                                                .defaultValues(Arrays.asList("single", "cluster"))
-                                                .description("Redis mode")
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("nodes")
-                                                .origin("nodes")
-                                                .override(true)
-                                                .input(true)
-                                                .type(FieldType.TEXT)
-                                                .description("Redis nodes information, used in cluster mode\n"
-                                                        + "\n"
-                                                        + "If there are multiple values, each value needs to be one row.")
-                                                .build(),
-                                        PluginConfigureExecutorField.builder()
-                                                .field("format")
-                                                .origin("format")
-                                                .override(true)
-                                                .input(true)
-                                                .type(FieldType.SELECT)
-                                                .value("json")
-                                                .defaultValues(Arrays.asList("json", "text"))
-                                                .description("The format of upstream data")
-                                                .build()))));
-
-        configure.setDescriptions(Map.of(
-                "zh", "Redis 是高性能的内存键值数据库，广泛用于缓存与消息场景。",
-                "en", "Redis is a high-performance in-memory key-value store, widely used for caching and messaging."));
-        configure.setFeatures(Map.of(
-                "zh", List.of("亚毫秒级读写", "丰富数据结构", "持久化支持", "主从与集群"),
-                "en", List.of("Sub-millisecond R/W", "Rich data structures", "Persistence", "Replication and cluster")));
-        configure.setScenes(Map.of(
-                "zh", List.of("缓存加速", "会话存储", "排行榜", "消息队列"),
-                "en", List.of("Caching", "Session storage", "Leaderboards", "Message queue")));
-
-        configure.setCategory(PluginConfigureCategory.NOSQL);
-
-        return configure;
-    }
-}
diff --git a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisService.java b/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisService.java
deleted file mode 100644
index 36a4488f76..0000000000
--- a/plugin/metaforge-plugin-redis/src/main/java/org/devlive/metaforge/plugin/natived/redis/RedisService.java
+++ /dev/null
@@ -1,65 +0,0 @@
-package org.devlive.metaforge.plugin.natived.redis;
-
-import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
-import lombok.extern.slf4j.Slf4j;
-import org.apache.commons.lang3.ObjectUtils;
-import org.devlive.metaforge.spi.PluginService;
-import org.devlive.metaforge.spi.adapter.Adapter;
-import org.devlive.metaforge.spi.model.Response;
-import org.devlive.metaforge.spi.model.RuntimeConfigure;
-
-@Slf4j
-@SuppressFBWarnings(value = {"EI_EXPOSE_REP"})
-public class RedisService
-        implements PluginService
-{
-    private RedisConnection connection;
-    private Response response;
-
-    @Override
-    public String validator()
-    {
-        return "PING Redis";
-    }
-
-    @Override
-    public void connect(RuntimeConfigure configure)
-    {
-        try {
-            this.response = new Response();
-            this.connection = new RedisConnection(configure, this.response);
-        }
-        catch (Exception ex) {
-            this.response.setIsConnected(Boolean.FALSE);
-            this.response.setMessage(ex.getMessage());
-        }
-    }
-
-    @Override
-    public Response execute(String content)
-    {
-        if (ObjectUtils.isNotEmpty(this.connection)) {
-            log.info("Execute redis plugin logic started");
-            this.response = this.connection.getResponse();
-            Adapter processor = new RedisAdapter(this.connection);
-            this.response = processor.handlerExecute(content);
-            log.info("Execute redis plugin logic end");
-        }
-        return this.response;
-    }
-
-    @Override
-    public Response execute(RuntimeConfigure configure, String content)
-    {
-        connect(configure);
-        return execute(content);
-    }
-
-    @Override
-    public void destroy()
-    {
-        if (ObjectUtils.isNotEmpty(this.connection)) {
-            this.connection.destroy();
-        }
-    }
-}
diff --git a/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin b/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin
index 1a8c33d91f..5184e035fd 100644
--- a/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin
+++ b/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Plugin
@@ -1 +1 @@
-org.devlive.metaforge.plugin.natived.redis.RedisPlugin
+org.devlive.metaforge.plugin.RedisPlugin
diff --git a/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service b/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service
index 07e2340401..2d20104c30 100644
--- a/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service
+++ b/plugin/metaforge-plugin-redis/src/main/resources/META-INF/services/org.devlive.metaforge.plugin.Service
@@ -1 +1 @@
-org.devlive.metaforge.plugin.natived.redis.RedisService
+org.devlive.metaforge.plugin.RedisService
diff --git a/pom.xml b/pom.xml
index c74e65b82c..87607f2948 100644
--- a/pom.xml
+++ b/pom.xml
@@ -37,7 +37,6 @@
         <module>plugin/metaforge-plugin-zookeeper</module>
         <module>plugin/metaforge-plugin-kafka</module>
         <module>plugin/metaforge-plugin-redis</module>
-        <module>plugin/metaforge-plugin-redis-jdbc</module>
         <module>plugin/metaforge-plugin-h2</module>
         <module>plugin/metaforge-plugin-h2-tcp</module>
         <module>plugin/metaforge-plugin-hdfs</module>

From 94bc4655bb2ac392811668b72a75885696120601 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 11:55:56 -0400
Subject: [PATCH 03/56] feat(server): migrate legacy redis source types

- add SourceTypeMigration, a keyed one-time upgrade that renames
  metaforge_source._type from "Redis Jdbc" to "Redis"
- extract the keyed migration flow from NavigationMigration into
  a reusable SchemaMigration helper
- run all migrations from a renamed SchemaMigrationRunner and
  during setup
- add tests for the rename and the uninstalled-instance skip
---
 ...Runner.java => SchemaMigrationRunner.java} |  8 +-
 .../server/service/NavigationMigration.java   | 51 +------------
 .../server/service/SchemaMigration.java       | 63 ++++++++++++++++
 .../server/service/SetupService.java          |  2 +
 .../server/service/SourceTypeMigration.java   | 20 +++++
 .../schema/source-type-migration.sql          |  4 +
 .../service/NavigationMigrationTest.java      | 12 +--
 .../service/SourceTypeMigrationTest.java      | 74 +++++++++++++++++++
 8 files changed, 177 insertions(+), 57 deletions(-)
 rename core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/{NavigationMigrationRunner.java => SchemaMigrationRunner.java} (75%)
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java
 create mode 100644 core/metaforge-server/src/main/resources/schema/source-type-migration.sql
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java

diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/NavigationMigrationRunner.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
similarity index 75%
rename from core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/NavigationMigrationRunner.java
rename to core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
index e8f0450884..235ccf03f1 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/NavigationMigrationRunner.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
@@ -2,6 +2,7 @@
 
 import lombok.extern.slf4j.Slf4j;
 import org.devlive.metaforge.server.service.NavigationMigration;
+import org.devlive.metaforge.server.service.SourceTypeMigration;
 import org.devlive.metaforge.service.initializer.InstallationState;
 import org.springframework.boot.CommandLineRunner;
 import org.springframework.core.annotation.Order;
@@ -14,13 +15,13 @@
 @Slf4j
 @Component
 @Order(1)
-public class NavigationMigrationRunner
+public class SchemaMigrationRunner
         implements CommandLineRunner
 {
     private final DataSource dataSource;
     private final InstallationState installationState;
 
-    public NavigationMigrationRunner(DataSource dataSource, InstallationState installationState)
+    public SchemaMigrationRunner(DataSource dataSource, InstallationState installationState)
     {
         this.dataSource = dataSource;
         this.installationState = installationState;
@@ -31,11 +32,12 @@ public void run(String... args)
             throws Exception
     {
         if (!installationState.isInstalled()) {
-            log.info("Navigation migration skipped: instance is not installed");
+            log.info("Schema migration skipped: instance is not installed");
             return;
         }
         try (Connection connection = dataSource.getConnection()) {
             NavigationMigration.apply(connection);
+            SourceTypeMigration.apply(connection);
         }
     }
 }
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java
index 208d306181..daa6742fbc 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java
@@ -1,18 +1,12 @@
 package org.devlive.metaforge.server.service;
 
-import org.springframework.core.io.ClassPathResource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-
 import java.sql.Connection;
-import java.sql.PreparedStatement;
-import java.sql.ResultSet;
-import java.sql.SQLException;
-import java.sql.Statement;
 
-/** One-time catalogue upgrade; callers supply a dedicated connection. */
+/** One-time navigation catalogue upgrade; callers supply a dedicated connection. */
 public final class NavigationMigration
 {
     private static final String KEY = "navigation-user-admin-v1";
+    private static final String SCRIPT = "schema/navigation-migration.sql";
 
     private NavigationMigration()
     {
@@ -21,45 +15,6 @@ private NavigationMigration()
     public static void apply(Connection connection)
             throws Exception
     {
-        boolean autoCommit = connection.getAutoCommit();
-        try {
-            // MySQL DDL commits implicitly, so prepare the marker before catalogue DML.
-            connection.setAutoCommit(true);
-            try (Statement statement = connection.createStatement()) {
-                statement.execute("CREATE TABLE IF NOT EXISTS metaforge_schema_migration (migration_key VARCHAR(100) PRIMARY KEY, applied_at TIMESTAMP NULL DEFAULT NULL)");
-            }
-            try (PreparedStatement insert = connection.prepareStatement("INSERT IGNORE INTO metaforge_schema_migration (migration_key) VALUES (?)")) {
-                insert.setString(1, KEY);
-                insert.executeUpdate();
-            }
-            connection.setAutoCommit(false);
-            try {
-                boolean applied;
-                try (PreparedStatement lock = connection.prepareStatement("SELECT applied_at FROM metaforge_schema_migration WHERE migration_key = ? FOR UPDATE")) {
-                    lock.setString(1, KEY);
-                    try (ResultSet state = lock.executeQuery()) {
-                        if (!state.next()) {
-                            throw new SQLException("Navigation migration state is missing");
-                        }
-                        applied = state.getTimestamp(1) != null;
-                    }
-                }
-                if (!applied) {
-                    ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/navigation-migration.sql"));
-                    try (PreparedStatement update = connection.prepareStatement("UPDATE metaforge_schema_migration SET applied_at = CURRENT_TIMESTAMP WHERE migration_key = ?")) {
-                        update.setString(1, KEY);
-                        update.executeUpdate();
-                    }
-                }
-                connection.commit();
-            }
-            catch (Exception exception) {
-                connection.rollback();
-                throw exception;
-            }
-        }
-        finally {
-            connection.setAutoCommit(autoCommit);
-        }
+        SchemaMigration.apply(connection, KEY, SCRIPT);
     }
 }
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java
new file mode 100644
index 0000000000..a80c44a9b5
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java
@@ -0,0 +1,63 @@
+package org.devlive.metaforge.server.service;
+
+import org.springframework.core.io.ClassPathResource;
+import org.springframework.jdbc.datasource.init.ScriptUtils;
+
+import java.sql.Connection;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.sql.Statement;
+
+/** Keyed one-time schema migration; callers supply a dedicated connection. */
+public final class SchemaMigration
+{
+    private SchemaMigration()
+    {
+    }
+
+    public static void apply(Connection connection, String key, String scriptPath)
+            throws Exception
+    {
+        boolean autoCommit = connection.getAutoCommit();
+        try {
+            // MySQL DDL commits implicitly, so prepare the marker before migration DML.
+            connection.setAutoCommit(true);
+            try (Statement statement = connection.createStatement()) {
+                statement.execute("CREATE TABLE IF NOT EXISTS metaforge_schema_migration (migration_key VARCHAR(100) PRIMARY KEY, applied_at TIMESTAMP NULL DEFAULT NULL)");
+            }
+            try (PreparedStatement insert = connection.prepareStatement("INSERT IGNORE INTO metaforge_schema_migration (migration_key) VALUES (?)")) {
+                insert.setString(1, key);
+                insert.executeUpdate();
+            }
+            connection.setAutoCommit(false);
+            try {
+                boolean applied;
+                try (PreparedStatement lock = connection.prepareStatement("SELECT applied_at FROM metaforge_schema_migration WHERE migration_key = ? FOR UPDATE")) {
+                    lock.setString(1, key);
+                    try (ResultSet state = lock.executeQuery()) {
+                        if (!state.next()) {
+                            throw new SQLException("Migration state is missing: " + key);
+                        }
+                        applied = state.getTimestamp(1) != null;
+                    }
+                }
+                if (!applied) {
+                    ScriptUtils.executeSqlScript(connection, new ClassPathResource(scriptPath));
+                    try (PreparedStatement update = connection.prepareStatement("UPDATE metaforge_schema_migration SET applied_at = CURRENT_TIMESTAMP WHERE migration_key = ?")) {
+                        update.setString(1, key);
+                        update.executeUpdate();
+                    }
+                }
+                connection.commit();
+            }
+            catch (Exception exception) {
+                connection.rollback();
+                throw exception;
+            }
+        }
+        finally {
+            connection.setAutoCommit(autoCommit);
+        }
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
index 46e6c7caba..7d00fdf709 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
@@ -218,6 +218,7 @@ private void installOnActiveDatasource(SetupInstallBody body)
             executeScript(connection, h2 ? "schema/setup-schema-h2.sql" : "schema/setup-schema.sql");
             executeScript(connection, "schema/setup-data.sql");
             NavigationMigration.apply(connection);
+            SourceTypeMigration.apply(connection);
             createAdministrator(connection, body);
         }
         reloadRuntimeConfigures();
@@ -231,6 +232,7 @@ private void installOnTargetDatasource(SetupInstallBody body)
             executeScript(connection, target.embedded ? "schema/setup-schema-h2.sql" : "schema/setup-schema.sql");
             executeScript(connection, "schema/setup-data.sql");
             NavigationMigration.apply(connection);
+            SourceTypeMigration.apply(connection);
             createAdministrator(connection, body);
         }
         persistDatasourceOverride(target);
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java
new file mode 100644
index 0000000000..f4f601e0c1
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java
@@ -0,0 +1,20 @@
+package org.devlive.metaforge.server.service;
+
+import java.sql.Connection;
+
+/** One-time source plugin rename upgrade; callers supply a dedicated connection. */
+public final class SourceTypeMigration
+{
+    private static final String KEY = "source-type-redis-rename-v1";
+    private static final String SCRIPT = "schema/source-type-migration.sql";
+
+    private SourceTypeMigration()
+    {
+    }
+
+    public static void apply(Connection connection)
+            throws Exception
+    {
+        SchemaMigration.apply(connection, KEY, SCRIPT);
+    }
+}
diff --git a/core/metaforge-server/src/main/resources/schema/source-type-migration.sql b/core/metaforge-server/src/main/resources/schema/source-type-migration.sql
new file mode 100644
index 0000000000..73a9163a54
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/schema/source-type-migration.sql
@@ -0,0 +1,4 @@
+-- Idempotent source type upgrade for MySQL and H2.
+-- Redis now ships as a single JDBC-backed connector named "Redis",
+-- so sources created for the former "Redis Jdbc" plugin are re-pointed to it.
+UPDATE metaforge_source SET _type = 'Redis' WHERE _type = 'Redis Jdbc';
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java
index 5e1b918e91..3d8bbbaaaf 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java
@@ -1,6 +1,6 @@
 package org.devlive.metaforge.server.service;
 
-import org.devlive.metaforge.server.runner.NavigationMigrationRunner;
+import org.devlive.metaforge.server.runner.SchemaMigrationRunner;
 import org.devlive.metaforge.service.common.NavigationPaths;
 import org.devlive.metaforge.service.initializer.InstallationState;
 import org.devlive.metaforge.service.record.TreeRecord;
@@ -64,7 +64,7 @@ public void legacyCataloguesAreRegroupedWithoutChangingIdsOrGrants()
             throws Exception
     {
         List<Map<String, Object>> grants = jdbc.queryForList("SELECT * FROM metaforge_role_menu_relation ORDER BY role_id, menu_id");
-        NavigationMigrationRunner runner = new NavigationMigrationRunner(dataSource, new InstallationState(dataSource));
+        SchemaMigrationRunner runner = new SchemaMigrationRunner(dataSource, new InstallationState(dataSource));
         runner.run();
         runner.run();
         assertEquals("/query", url("QUERY"));
@@ -85,7 +85,7 @@ public void ordinaryMenusCannotExposeTheAdminAreaEvenIfAnOldGrantExists()
             throws Exception
     {
         jdbc.update("INSERT INTO metaforge_role_menu_relation (role_id, menu_id) VALUES ('2', '12')");
-        new NavigationMigrationRunner(dataSource, new InstallationState(dataSource)).run();
+        new SchemaMigrationRunner(dataSource, new InstallationState(dataSource)).run();
         MenuAccessRepository menus = new MenuAccessRepository(dataSource);
         List<TreeRecord> ordinary = flatten(menus.findUserMenus("ORDINARY").orElseThrow());
         assertTrue(ordinary.stream().anyMatch(menu -> "/query".equals(menu.getUrl())));
@@ -98,7 +98,7 @@ public void ordinaryMenusCannotExposeTheAdminAreaEvenIfAnOldGrantExists()
     public void laterAdministratorCustomizationsSurviveSubsequentRestarts()
             throws Exception
     {
-        NavigationMigrationRunner runner = new NavigationMigrationRunner(dataSource, new InstallationState(dataSource));
+        SchemaMigrationRunner runner = new SchemaMigrationRunner(dataSource, new InstallationState(dataSource));
         runner.run();
         jdbc.update("UPDATE metaforge_menu SET parent = 10000, sorted = 99 WHERE code = 'QUERY'");
         jdbc.update("UPDATE metaforge_menu SET name = 'Team analytics' WHERE code = 'DATA_ANALYSIS'");
@@ -112,7 +112,7 @@ public void laterAdministratorCustomizationsSurviveSubsequentRestarts()
     public void migrationFailureRollsBackEarlierUrlChanges()
     {
         jdbc.execute("ALTER TABLE metaforge_menu ADD CONSTRAINT reject_query CHECK (url <> '/query')");
-        assertThrows(Exception.class, () -> new NavigationMigrationRunner(dataSource, new InstallationState(dataSource)).run());
+        assertThrows(Exception.class, () -> new SchemaMigrationRunner(dataSource, new InstallationState(dataSource)).run());
         assertEquals("/system", url("SYSTEM"));
         assertEquals("/admin/query", url("QUERY"));
     }
@@ -122,7 +122,7 @@ public void uninstalledInstancesDoNotRunCatalogueQueries()
             throws Exception
     {
         DataSource unavailable = mock(DataSource.class);
-        new NavigationMigrationRunner(unavailable, mock(InstallationState.class)).run();
+        new SchemaMigrationRunner(unavailable, mock(InstallationState.class)).run();
         verifyNoInteractions(unavailable);
     }
 
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java
new file mode 100644
index 0000000000..03fb34d274
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java
@@ -0,0 +1,74 @@
+package org.devlive.metaforge.server.service;
+
+import org.devlive.metaforge.server.runner.SchemaMigrationRunner;
+import org.devlive.metaforge.service.initializer.InstallationState;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.core.io.ClassPathResource;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.datasource.DriverManagerDataSource;
+import org.springframework.jdbc.datasource.init.ScriptUtils;
+
+import javax.sql.DataSource;
+
+import java.sql.Connection;
+import java.util.UUID;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.verifyNoInteractions;
+
+public class SourceTypeMigrationTest
+{
+    private DriverManagerDataSource dataSource;
+    private JdbcTemplate jdbc;
+
+    @BeforeEach
+    public void initialize()
+            throws Exception
+    {
+        dataSource = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", "");
+        try (Connection connection = dataSource.getConnection()) {
+            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
+            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-data.sql"));
+        }
+        jdbc = new JdbcTemplate(dataSource);
+        jdbc.update("INSERT INTO metaforge_user (id, username, code) VALUES (10, 'ordinary', 'ORDINARY')");
+        jdbc.update("INSERT INTO metaforge_source (host, name, port, _type) VALUES ('127.0.0.1', 'legacy-jdbc', 6379, 'Redis Jdbc'), ('127.0.0.1', 'plain-redis', 6379, 'Redis'), ('127.0.0.1', 'mysql', 3306, 'MySQL')");
+    }
+
+    @AfterEach
+    public void close()
+    {
+        if (jdbc != null) {
+            jdbc.execute("SHUTDOWN");
+        }
+    }
+
+    @Test
+    public void legacyRedisJdbcSourcesAreRePointedToTheUnifiedConnector()
+            throws Exception
+    {
+        SchemaMigrationRunner runner = new SchemaMigrationRunner(dataSource, new InstallationState(dataSource));
+        runner.run();
+        runner.run();
+        assertEquals("Redis", type("legacy-jdbc"));
+        assertEquals("Redis", type("plain-redis"));
+        assertEquals("MySQL", type("mysql"));
+    }
+
+    @Test
+    public void uninstalledInstancesDoNotRunMigrationQueries()
+            throws Exception
+    {
+        DataSource unavailable = mock(DataSource.class);
+        new SchemaMigrationRunner(unavailable, mock(InstallationState.class)).run();
+        verifyNoInteractions(unavailable);
+    }
+
+    private String type(String name)
+    {
+        return jdbc.queryForObject("SELECT _type FROM metaforge_source WHERE name = ?", String.class, name);
+    }
+}

From 4eac7ee828d1eac0eaf1ea389d946080a6c23661 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 15:21:32 -0400
Subject: [PATCH 04/56] feat(query): redesign query console with IDE-style
 three-pane layout

- split page into metadata tree, editor and dataset side panel filling
  the viewport via a workspace route mode in LayoutContainer
- add source picker card, keyword-filtered tree with tables group node
- build result panel with status bar, quick filter, CSV export,
  custom pagination and empty states; keep message tab for feedback
- add side panel tabs for datasets, snippets, structure and history
- theme ag-grid with metaforge tokens instead of hardcoded blue
- keep SQL formatting on the backend FormatService endpoint
- fix AceEditor wrapper dropping external value updates
---
 .../etc/conf/i18n/messages_en.properties      |  31 ++
 .../etc/conf/i18n/messages_zh-cn.properties   |  31 ++
 core/metaforge-web/src/model/structure.ts     |   4 +-
 core/metaforge-web/src/router/default.ts      |   6 +-
 .../src/views/components/editor/AceEditor.vue |  11 +-
 .../src/views/components/grid/GridTable.vue   |  90 ----
 .../components/grid/ag-theme-metaforge.css    |   2 +-
 .../views/components/tree/MetadataTree.vue    | 284 +++++++----
 .../views/layouts/common/LayoutContainer.vue  |  16 +-
 .../src/views/pages/admin/query/QueryHome.vue | 440 ++++++++++++------
 .../pages/admin/query/QueryResultPanel.vue    | 282 +++++++++++
 .../pages/admin/query/QuerySidePanel.vue      | 331 +++++++++++++
 .../pages/admin/query/QuerySourcePicker.vue   | 164 +++++++
 13 files changed, 1341 insertions(+), 351 deletions(-)
 delete mode 100644 core/metaforge-web/src/views/components/grid/GridTable.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index ac69282069..dbb668c187 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1019,3 +1019,34 @@ navigation.dataDevelopment=Data development
 navigation.dataAnalysis=Data analysis
 navigation.systemManagement=Administration
 navigation.accountSettings=Account settings
+
+## Query console (2026-10-27 redesign)
+query.tree.search=Search databases, tables, columns
+query.tip.noMetadata=No metadata available
+query.tip.noSource=No data sources found
+query.tip.focus=Focus mode (hide side panels)
+query.tip.exitFocus=Exit focus mode
+query.tip.copySuccess=Copied to clipboard
+query.message.success=Executed successfully
+query.message.failed=Execution failed
+query.message.elapsed=Query elapsed
+query.message.returnedRows=Returned {0} rows
+query.result.results=Results
+query.result.messages=Messages
+query.result.addToDataset=Add to dataset
+query.result.searchResults=Search in results
+query.result.empty=No data
+query.result.emptyTip=The current query did not return any data
+query.result.perPage=Per page
+query.result.rowsUnit=rows
+query.side.addDataset=Add dataset
+query.side.addSnippet=New snippet
+query.side.searchDataset=Search datasets
+query.side.searchSnippet=Search snippets
+query.side.searchHistory=Search history
+query.side.loadAndRun=Load and run
+query.side.copySql=Copy SQL
+query.side.openDetail=Open details
+query.side.edit=Edit
+query.side.empty=Nothing here yet
+query.side.structureTip=Select a table on the left to view its columns
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index 095e752cd6..482c5df72f 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1020,3 +1020,34 @@ navigation.dataDevelopment=\u6570\u636E\u5F00\u53D1
 navigation.dataAnalysis=\u6570\u636E\u5206\u6790
 navigation.systemManagement=\u7CFB\u7EDF\u7BA1\u7406
 navigation.accountSettings=\u8D26\u6237\u8BBE\u7F6E
+
+## Query console (2026-10-27 redesign)
+query.tree.search=\u641c\u7d22\u5e93\u3001\u8868\u3001\u5b57\u6bb5
+query.tip.noMetadata=\u6682\u65e0\u5143\u6570\u636e
+query.tip.noSource=\u672a\u627e\u5230\u6570\u636e\u6e90
+query.tip.focus=\u4e13\u6ce8\u6a21\u5f0f\uff08\u9690\u85cf\u4e24\u4fa7\u9762\u677f\uff09
+query.tip.exitFocus=\u9000\u51fa\u4e13\u6ce8\u6a21\u5f0f
+query.tip.copySuccess=\u590d\u5236\u6210\u529f
+query.message.success=\u6267\u884c\u6210\u529f
+query.message.failed=\u6267\u884c\u5931\u8d25
+query.message.elapsed=\u67e5\u8be2\u8017\u65f6
+query.message.returnedRows=\u8fd4\u56de {0} \u884c
+query.result.results=\u67e5\u8be2\u7ed3\u679c
+query.result.messages=\u6d88\u606f
+query.result.addToDataset=\u6dfb\u52a0\u5230\u6570\u636e\u96c6
+query.result.searchResults=\u5728\u7ed3\u679c\u4e2d\u641c\u7d22
+query.result.empty=\u6682\u65e0\u6570\u636e
+query.result.emptyTip=\u5f53\u524d\u67e5\u8be2\u672a\u8fd4\u56de\u4efb\u4f55\u6570\u636e
+query.result.perPage=\u6bcf\u9875
+query.result.rowsUnit=\u6761
+query.side.addDataset=\u6dfb\u52a0\u6570\u636e\u96c6
+query.side.addSnippet=\u65b0\u5efa\u7247\u6bb5
+query.side.searchDataset=\u641c\u7d22\u6570\u636e\u96c6
+query.side.searchSnippet=\u641c\u7d22\u7247\u6bb5
+query.side.searchHistory=\u641c\u7d22\u5386\u53f2
+query.side.loadAndRun=\u8f7d\u5165\u5e76\u6267\u884c
+query.side.copySql=\u590d\u5236 SQL
+query.side.openDetail=\u67e5\u770b\u8be6\u60c5
+query.side.edit=\u7f16\u8f91
+query.side.empty=\u6682\u65e0\u5185\u5bb9
+query.side.structureTip=\u5728\u5de6\u4fa7\u9009\u62e9\u8868\u540e\u67e5\u770b\u5b57\u6bb5
diff --git a/core/metaforge-web/src/model/structure.ts b/core/metaforge-web/src/model/structure.ts
index 416f47343b..5c17dee77e 100644
--- a/core/metaforge-web/src/model/structure.ts
+++ b/core/metaforge-web/src/model/structure.ts
@@ -32,5 +32,7 @@ export enum StructureEnum
     CATALOG,
     DATABASE,
     TABLE,
-    COLUMN
+    COLUMN,
+    /** Grouping node (e.g. the tables folder under a database), never sent to metadata APIs. */
+    GROUP
 }
diff --git a/core/metaforge-web/src/router/default.ts b/core/metaforge-web/src/router/default.ts
index c451640d1b..cff4a167d1 100644
--- a/core/metaforge-web/src/router/default.ts
+++ b/core/metaforge-web/src/router/default.ts
@@ -46,7 +46,8 @@ const createDefaultRouter = (router: Router) => {
                 path: 'query',
                 meta: {
                     title: 'common.query',
-                    isRoot: false
+                    isRoot: false,
+                    workspace: true
                 },
                 component: () => import('@/views/pages/admin/query/QueryHome.vue')
             },
@@ -55,7 +56,8 @@ const createDefaultRouter = (router: Router) => {
                 path: 'query/:type/:code?',
                 meta: {
                     title: 'common.query',
-                    isRoot: false
+                    isRoot: false,
+                    workspace: true
                 },
                 component: () => import('@/views/pages/admin/query/QueryHome.vue')
             },
diff --git a/core/metaforge-web/src/views/components/editor/AceEditor.vue b/core/metaforge-web/src/views/components/editor/AceEditor.vue
index 76d7a7c611..bb5891b81b 100644
--- a/core/metaforge-web/src/views/components/editor/AceEditor.vue
+++ b/core/metaforge-web/src/views/components/editor/AceEditor.vue
@@ -11,7 +11,7 @@
 </template>
 
 <script lang="ts">
-import { defineComponent, ref } from 'vue'
+import { defineComponent, ref, watch } from 'vue'
 import { VAceEditor } from 'vue3-ace-editor'
 import { Ace } from 'ace-builds'
 import '@/ace-editor-theme'
@@ -68,7 +68,16 @@ export default defineComponent({
 
     const internalValue = ref(props.value)
 
+    // Keep the ace buffer in sync when the parent changes the bound value
+    // (e.g. loading a snippet/history query into the editor).
+    watch(() => props.value, (value) => {
+      if (internalValue.value !== value) {
+        internalValue.value = value
+      }
+    })
+
     const handlerUpdateValue = (value: string) => {
+      internalValue.value = value
       emit('update:value', value)
     }
 
diff --git a/core/metaforge-web/src/views/components/grid/GridTable.vue b/core/metaforge-web/src/views/components/grid/GridTable.vue
deleted file mode 100644
index 7aca4fb72d..0000000000
--- a/core/metaforge-web/src/views/components/grid/GridTable.vue
+++ /dev/null
@@ -1,90 +0,0 @@
-<template>
-  <MfCard>
-    <template #header>
-      <MfSpace>
-        <MfButton>
-          <router-link :to="`/dataset/info/source/${configure.code}?tempId=${tempId}`" target="_blank">
-              <span class="flex items-center">
-                <Plus :size="15" />
-                <span>{{ $t('common.dataset') }}</span>
-              </span>
-          </router-link>
-        </MfButton>
-
-        <MfButton @click="visualVisible = true">
-          <ChartColumn :size="15" />
-          <span>{{ $t('dataset.common.visual') }}</span>
-        </MfButton>
-
-        <MfTooltip class="mt-1" :content="$t('query.tip.pageShow')">
-          <MfSwitch v-model="isPage" @change="onChange"/>
-        </MfTooltip>
-
-        <MfTooltip :content="$t('query.tip.smallTips')">
-          <MfButton variant="ghost" shape="circle">
-            <CircleHelp :size="15" />
-          </MfButton>
-        </MfTooltip>
-      </MfSpace>
-    </template>
-
-    <ag-grid-vue v-if="type === 'table'"
-                 class="ag-theme-metaforge"
-                 :key="timestamp"
-                 :style="{width: configure.width + 'px', height: configure.height + 'px', 'margin-top': '2px'}"
-                 :pagination="isPage"
-                 :columnDefs="columnDefs"
-                 :rowData="configure.columns"
-                 :gridOptions="gridOptions as any"/>
-  </MfCard>
-
-  <GridVisual :is-visible="visualVisible" :configure="configure" @close="visualVisible = $event"/>
-</template>
-
-<script setup lang="ts">
-import { ref } from 'vue'
-import { AgGridVue } from 'ag-grid-vue3'
-import 'ag-grid-community/styles/ag-grid.css'
-import './ag-theme-metaforge.css'
-import { useI18n } from 'vue-i18n'
-import { GridConfigure } from '@/views/components/grid/GridConfigure'
-import GridOptions from '@/views/components/grid/GridOptions'
-import { GridColumn } from '@/views/components/grid/GridColumn'
-import { ObjectUtils } from '@/utils/object'
-import GridVisual from '@/views/components/grid/GridVisual.vue'
-import { ChartColumn, CircleHelp, Plus } from '@lucide/vue'
-
-defineOptions({ name: 'GridTable' })
-
-const props = withDefaults(defineProps<{ configure?: GridConfigure }>(), {
-  configure: () => null as unknown as GridConfigure
-})
-
-const gridOptions = GridOptions.createDefaultOptions(useI18n())
-const timestamp = ref(ObjectUtils.getTimestamp())
-
-const columnDefs = ref<GridColumn[]>([])
-const isPage = ref(true)
-const type = ref('table')
-const visualVisible = ref(false)
-const tempId = ref<string | null>(null)
-
-const handleInitialize = () => {
-  if (props.configure) {
-    const id = Math.random().toString(36).substring(2)
-    tempId.value = id
-    localStorage.setItem(`QueryContent_${ id }`, props.configure.query)
-    props.configure.headers!.forEach((header: string) => {
-      const columnDef: GridColumn = { headerName: header, field: header }
-      columnDefs.value.push(columnDef)
-    })
-  }
-}
-
-const onChange = (value: boolean) => {
-  timestamp.value = ObjectUtils.getTimestamp()
-  isPage.value = value
-}
-
-handleInitialize()
-</script>
diff --git a/core/metaforge-web/src/views/components/grid/ag-theme-metaforge.css b/core/metaforge-web/src/views/components/grid/ag-theme-metaforge.css
index f3525d0e03..eaad4e7620 100644
--- a/core/metaforge-web/src/views/components/grid/ag-theme-metaforge.css
+++ b/core/metaforge-web/src/views/components/grid/ag-theme-metaforge.css
@@ -1 +1 @@
-@font-face{font-family:"agGridAlpine";src:url(data:font/woff2;charset=utf-8;base64,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.ag-group-title-bar-icon{margin-left:var(--ag-grid-size)}.ag-theme-metaforge .ag-charts-format-top-level-group-toolbar,.ag-theme-metaforge-dark .ag-charts-format-top-level-group-toolbar{margin-top:var(--ag-grid-size)}.ag-theme-metaforge .ag-ltr .ag-charts-format-top-level-group-toolbar,.ag-theme-metaforge-dark .ag-ltr .ag-charts-format-top-level-group-toolbar{padding-left:calc(var(--ag-icon-size) * .5+var(--ag-grid-size) * 2)}.ag-theme-metaforge .ag-rtl .ag-charts-format-top-level-group-toolbar,.ag-theme-metaforge-dark .ag-rtl .ag-charts-format-top-level-group-toolbar{padding-right:calc(var(--ag-icon-size) * .5+var(--ag-grid-size) * 2)}.ag-theme-metaforge .ag-charts-format-sub-level-group,.ag-theme-metaforge-dark .ag-charts-format-sub-level-group{border-left:dashed 1px;border-left-color:var(--ag-border-color);padding-left:var(--ag-grid-size);margin-bottom:calc(var(--ag-grid-size) * 2)}.ag-theme-metaforge .ag-charts-format-sub-level-group-title-bar,.ag-theme-metaforge-dark .ag-charts-format-sub-level-group-title-bar{padding-top:0;padding-bottom:0;background:0;font-weight:700}.ag-theme-metaforge .ag-charts-format-sub-level-group-container,.ag-theme-metaforge-dark .ag-charts-format-sub-level-group-container{padding-bottom:0}.ag-theme-metaforge .ag-charts-format-sub-level-group-item:last-child,.ag-theme-metaforge-dark .ag-charts-format-sub-level-group-item:last-child{margin-bottom:0}.ag-theme-metaforge.ag-dnd-ghost,.ag-theme-metaforge-dark.ag-dnd-ghost{font-size:calc(var(--ag-font-size) - 1px);font-weight:700}.ag-theme-metaforge .ag-side-buttons,.ag-theme-metaforge-dark .ag-side-buttons{width:calc(var(--ag-grid-size) * 5)}.ag-theme-metaforge .ag-standard-button,.ag-theme-metaforge-dark .ag-standard-button{appearance:none;-webkit-appearance:none;border-radius:var(--ag-border-radius);border:1px solid;border-color:var(--ag-alpine-active-color);color:var(--ag-alpine-active-color);background-color:var(--ag-background-color);font-weight:600;padding:var(--ag-grid-size) calc(var(--ag-grid-size) * 2)}.ag-theme-metaforge .ag-standard-button:hover,.ag-theme-metaforge-dark .ag-standard-button:hover{border-color:var(--ag-alpine-active-color);background-color:var(--ag-row-hover-color)}.ag-theme-metaforge .ag-standard-button:active,.ag-theme-metaforge-dark .ag-standard-button:active{border-color:var(--ag-alpine-active-color);background-color:var(--ag-alpine-active-color);color:var(--ag-background-color)}.ag-theme-metaforge .ag-standard-button:disabled,.ag-theme-metaforge-dark .ag-standard-button:disabled{color:var(--ag-disabled-foreground-color);background-color:var(--ag-input-disabled-background-color);border-color:var(--ag-input-disabled-border-color)}.ag-theme-metaforge .ag-column-drop-vertical,.ag-theme-metaforge-dark .ag-column-drop-vertical{min-height:75px}.ag-theme-metaforge .ag-column-drop-vertical-title-bar,.ag-theme-metaforge-dark .ag-column-drop-vertical-title-bar{padding:calc(var(--ag-grid-size) * 2);padding-bottom:0}.ag-theme-metaforge .ag-column-drop-vertical-empty-message,.ag-theme-metaforge-dark .ag-column-drop-vertical-empty-message{display:flex;align-items:center;border:dashed 1px;border-color:var(--ag-border-color);margin:calc(var(--ag-grid-size) * 2);padding:calc(var(--ag-grid-size) * 2)}.ag-theme-metaforge .ag-column-drop-empty-message,.ag-theme-metaforge-dark .ag-column-drop-empty-message{color:var(--ag-foreground-color);opacity:.75}.ag-theme-metaforge .ag-status-bar,.ag-theme-metaforge-dark .ag-status-bar{font-weight:normal}.ag-theme-metaforge .ag-status-name-value-value,.ag-theme-metaforge-dark .ag-status-name-value-value{font-weight:700}.ag-theme-metaforge .ag-paging-number,.ag-theme-metaforge .ag-paging-row-summary-panel-number,.ag-theme-metaforge-dark .ag-paging-number,.ag-theme-metaforge-dark .ag-paging-row-summary-panel-number{font-weight:700}.ag-theme-metaforge .ag-column-drop-cell-button,.ag-theme-metaforge-dark .ag-column-drop-cell-button{opacity:.5}.ag-theme-metaforge .ag-column-drop-cell-button:hover,.ag-theme-metaforge-dark .ag-column-drop-cell-button:hover{opacity:.75}.ag-theme-metaforge .ag-header-cell-menu-button:hover,.ag-theme-metaforge .ag-side-button-button:hover,.ag-theme-metaforge .ag-tab:hover,.ag-theme-metaforge .ag-panel-title-bar-button:hover,.ag-theme-metaforge .ag-header-expand-icon:hover,.ag-theme-metaforge .ag-column-group-icons:hover,.ag-theme-metaforge .ag-set-filter-group-icons:hover,.ag-theme-metaforge .ag-group-expanded .ag-icon:hover,.ag-theme-metaforge .ag-group-contracted .ag-icon:hover,.ag-theme-metaforge .ag-chart-settings-prev:hover,.ag-theme-metaforge .ag-chart-settings-next:hover,.ag-theme-metaforge .ag-group-title-bar-icon:hover,.ag-theme-metaforge .ag-column-select-header-icon:hover,.ag-theme-metaforge .ag-floating-filter-button-button:hover,.ag-theme-metaforge .ag-filter-toolpanel-expand:hover,.ag-theme-metaforge .ag-chart-menu-icon:hover,.ag-theme-metaforge .ag-chart-menu-close:hover,.ag-theme-metaforge-dark .ag-header-cell-menu-button:hover,.ag-theme-metaforge-dark .ag-side-button-button:hover,.ag-theme-metaforge-dark .ag-tab:hover,.ag-theme-metaforge-dark .ag-panel-title-bar-button:hover,.ag-theme-metaforge-dark .ag-header-expand-icon:hover,.ag-theme-metaforge-dark .ag-column-group-icons:hover,.ag-theme-metaforge-dark .ag-set-filter-group-icons:hover,.ag-theme-metaforge-dark .ag-group-expanded .ag-icon:hover,.ag-theme-metaforge-dark .ag-group-contracted .ag-icon:hover,.ag-theme-metaforge-dark .ag-chart-settings-prev:hover,.ag-theme-metaforge-dark .ag-chart-settings-next:hover,.ag-theme-metaforge-dark .ag-group-title-bar-icon:hover,.ag-theme-metaforge-dark .ag-column-select-header-icon:hover,.ag-theme-metaforge-dark .ag-floating-filter-button-button:hover,.ag-theme-metaforge-dark .ag-filter-toolpanel-expand:hover,.ag-theme-metaforge-dark .ag-chart-menu-icon:hover,.ag-theme-metaforge-dark .ag-chart-menu-close:hover{color:var(--ag-alpine-active-color)}.ag-theme-metaforge .ag-chart-menu-close,.ag-theme-metaforge-dark .ag-chart-menu-close{background:var(--ag-background-color)}.ag-theme-metaforge .ag-chart-menu-close:hover .ag-icon,.ag-theme-metaforge-dark .ag-chart-menu-close:hover .ag-icon{border-color:var(--ag-alpine-active-color)}.ag-theme-metaforge .ag-chart-menu-close .ag-icon,.ag-theme-metaforge-dark .ag-chart-menu-close .ag-icon{background:var(--ag-header-background-color);border:1px solid var(--ag-border-color);border-right:0}.ag-theme-metaforge .ag-chart-settings-card-item.ag-not-selected:hover,.ag-theme-metaforge-dark .ag-chart-settings-card-item.ag-not-selected:hover{opacity:.35}.ag-theme-metaforge .ag-ltr .ag-panel-title-bar-button,.ag-theme-metaforge-dark .ag-ltr .ag-panel-title-bar-button{margin-left:calc(var(--ag-grid-size) * 2);margin-right:var(--ag-grid-size)}.ag-theme-metaforge .ag-rtl .ag-panel-title-bar-button,.ag-theme-metaforge-dark .ag-rtl .ag-panel-title-bar-button{margin-right:calc(var(--ag-grid-size) * 2);margin-left:var(--ag-grid-size)}.ag-theme-metaforge .ag-ltr .ag-filter-toolpanel-group-container,.ag-theme-metaforge-dark .ag-ltr .ag-filter-toolpanel-group-container{padding-left:var(--ag-grid-size)}.ag-theme-metaforge .ag-rtl .ag-filter-toolpanel-group-container,.ag-theme-metaforge-dark .ag-rtl .ag-filter-toolpanel-group-container{padding-right:var(--ag-grid-size)}.ag-theme-metaforge .ag-filter-toolpanel-instance-filter,.ag-theme-metaforge-dark .ag-filter-toolpanel-instance-filter{border:0;background-color:var(--ag-control-panel-background-color)}.ag-theme-metaforge .ag-ltr .ag-filter-toolpanel-instance-filter,.ag-theme-metaforge-dark .ag-ltr .ag-filter-toolpanel-instance-filter{border-left:dashed 1px;border-left-color:var(--ag-border-color);margin-left:calc(var(--ag-icon-size) * .5)}.ag-theme-metaforge .ag-rtl .ag-filter-toolpanel-instance-filter,.ag-theme-metaforge-dark .ag-rtl .ag-filter-toolpanel-instance-filter{border-right:dashed 1px;border-right-color:var(--ag-border-color);margin-right:calc(var(--ag-icon-size) * .5)}.ag-theme-metaforge .ag-set-filter-list,.ag-theme-metaforge-dark .ag-set-filter-list{padding-top:calc(var(--ag-grid-size) * .5);padding-bottom:calc(var(--ag-grid-size) * .5)}.ag-theme-metaforge .ag-layout-auto-height .ag-center-cols-clipper,.ag-theme-metaforge .ag-layout-auto-height .ag-center-cols-container,.ag-theme-metaforge .ag-layout-print .ag-center-cols-clipper,.ag-theme-metaforge .ag-layout-print .ag-center-cols-container,.ag-theme-metaforge-dark .ag-layout-auto-height .ag-center-cols-clipper,.ag-theme-metaforge-dark .ag-layout-auto-height .ag-center-cols-container,.ag-theme-metaforge-dark .ag-layout-print .ag-center-cols-clipper,.ag-theme-metaforge-dark .ag-layout-print .ag-center-cols-container{min-height:150px}.ag-theme-metaforge .ag-overlay-no-rows-wrapper.ag-layout-auto-height,.ag-theme-metaforge-dark .ag-overlay-no-rows-wrapper.ag-layout-auto-height{padding-top:60px}.ag-theme-metaforge .ag-date-time-list-page-entry-is-current,.ag-theme-metaforge-dark .ag-date-time-list-page-entry-is-current{background-color:var(--ag-alpine-active-color)}.ag-theme-metaforge-dark{color-scheme:dark}
\ No newline at end of file
diff --git a/core/metaforge-web/src/views/components/tree/MetadataTree.vue b/core/metaforge-web/src/views/components/tree/MetadataTree.vue
index 4bd1eed2aa..e4c1481565 100644
--- a/core/metaforge-web/src/views/components/tree/MetadataTree.vue
+++ b/core/metaforge-web/src/views/components/tree/MetadataTree.vue
@@ -1,47 +1,97 @@
 <template>
-  <div class="relative overflow-auto" style="height: 500px; max-height: 500px; max-width: 300px;">
+  <div class="min-h-0 flex-1 overflow-auto px-1.5 pb-2">
     <MfSkeleton v-if="loading" active class="mt-2"/>
 
     <MfAlert v-else-if="data.length === 0 && errorMessage" class="mt-2" variant="danger" :title="errorMessage"/>
 
-    <MfTree v-else-if="data.length > 0"
+    <MfTree v-else-if="filteredData.length > 0"
             v-model:selected-keys="selectedKeys"
-            :data="data as any"
+            :data="filteredData"
+            :expanded-keys="treeExpandedKeys"
             :load-data="onLoadData"
-            @select="onSelect">
+            @select="onSelect"
+            @update:expanded-keys="expandedKeys = $event">
       <template #title="{ node }">
-        <div class="flex items-center space-x-1">
-          <component :size="13" :is="node.level === 2 ? Database :
-                          node.level === 3 ? Table :
-                          node.level === 4 ? Columns3 :
-                          Database
-                     " class="text-xs font-semibold text-gray-500" />
-          <span class="text-sm font-normal text-gray-500">{{ node.title }}</span>
+        <div class="flex min-w-0 items-center gap-1.5">
+          <component :is="iconOf(node)" :size="13" class="shrink-0 text-content-tertiary"/>
+          <span class="truncate text-sm text-content-secondary">{{ node.title }}</span>
         </div>
       </template>
     </MfTree>
+
+    <div v-else class="flex items-center justify-center px-3 py-8 text-sm text-content-tertiary">
+      {{ $t('query.tip.noMetadata') }}
+    </div>
   </div>
 </template>
 
 <script setup lang="ts">
-import { ref, watch } from 'vue'
+import { computed, ref, watch } from 'vue'
+import { useI18n } from 'vue-i18n'
 import { MfMessage } from 'metaforge-ui'
-import { StructureEnum, StructureModel } from '@/model/structure'
+import { Columns3, Database, Table } from '@lucide/vue'
+import { StructureEnum } from '@/model/structure'
 import MetadataService from '@/services/metadata.ts'
 import { ObjectUtils } from '@/utils/object'
-import { Columns3, Database, Table } from '@lucide/vue'
+
+/** Tree node shape used by this component (MfTreeNode + metadata level info). */
+interface TreeNode
+{
+  key: string
+  title: string
+  level: StructureEnum
+  code?: string
+  catalog?: string
+  database?: string
+  table?: string
+  isLeaf: boolean
+  children?: TreeNode[]
+}
 
 defineOptions({ name: 'MetadataTree' })
 
-const props = defineProps<{ code?: string }>()
+const props = defineProps<{ code?: string; keyword?: string }>()
+
+const emit = defineEmits<{ (e: 'select-table', value: { database: string; table: string } | null): void }>()
+
+const { t } = useI18n()
 
 const loading = ref(false)
-const selectedKeys = ref<any[]>([])
-const data = ref<StructureModel[]>([])
+const selectedKeys = ref<(string | number)[]>([])
+const expandedKeys = ref<(string | number)[]>([])
+const data = ref<TreeNode[]>([])
 const errorMessage = ref<string | null>(null)
 
-const updateTreeChildren = (list: any[], key: string, children: any[]): any[] =>
-  list.map((node) => {
+const iconOf = (node: TreeNode) => node.level === StructureEnum.DATABASE
+  ? Database
+  : node.level === StructureEnum.COLUMN ? Columns3 : Table
+
+const keyword = computed(() => (props.keyword ?? '').trim().toLowerCase())
+
+const filterTree = (nodes: TreeNode[], kw: string): TreeNode[] =>
+  nodes
+    .map(node => {
+      if (node.title.toLowerCase().includes(kw)) {
+        return node
+      }
+      if (node.children) {
+        const children = filterTree(node.children, kw)
+        if (children.length > 0) {
+          return { ...node, children }
+        }
+      }
+      return null
+    })
+    .filter(node => node !== null) as TreeNode[]
+
+const collectKeys = (nodes: TreeNode[]): (string | number)[] =>
+  nodes.flatMap(node => [node.key, ...(node.children ? collectKeys(node.children) : [])])
+
+const filteredData = computed(() => keyword.value ? filterTree(data.value, keyword.value) : data.value)
+const treeExpandedKeys = computed(() => keyword.value ? collectKeys(filteredData.value) : expandedKeys.value)
+
+const updateTreeChildren = (list: TreeNode[], key: string, children: TreeNode[]): TreeNode[] =>
+  list.map(node => {
     if (node.key === key) {
       return { ...node, children }
     }
@@ -51,10 +101,113 @@ const updateTreeChildren = (list: any[], key: string, children: any[]): any[] =>
     return node
   })
 
+const buildTablesGroup = (parent: TreeNode, tables: TreeNode[]): TreeNode => ({
+  key: `${ parent.key }::tables`,
+  title: `${ t('common.table') } (${ tables.length })`,
+  level: StructureEnum.GROUP,
+  catalog: parent.code,
+  isLeaf: false,
+  children: tables
+})
+
+const loadTables = (item: TreeNode): Promise<TreeNode[]> => {
+  return new Promise<TreeNode[]>((resolve) => {
+    const children: TreeNode[] = []
+    MetadataService.getTablesByDatabase(props.code!, item.code!)
+                   .then((response) => {
+                     if (response.status && response.data && response.data.isSuccessful) {
+                       response.data.columns.forEach((value: any) => children.push({
+                         key: `${ item.key }.${ value.object_name }`,
+                         title: value.object_name,
+                         code: value.object_name,
+                         database: item.code,
+                         catalog: value.object_name,
+                         level: StructureEnum.TABLE,
+                         isLeaf: false
+                       }))
+                     }
+                     else {
+                       MfMessage.error(response.data.message)
+                     }
+                   })
+                   .finally(() => resolve(children))
+  })
+}
+
+const loadColumns = (item: TreeNode): Promise<TreeNode[]> => {
+  return new Promise<TreeNode[]>((resolve) => {
+    const children: TreeNode[] = []
+    MetadataService.getColumnsByTable(props.code!, item.database!, item.code!)
+                   .then((response) => {
+                     if (response.status && response.data && response.data.isSuccessful) {
+                       response.data.columns
+                               .filter((value: any) => value.type_name === 'column')
+                               .forEach((value: any) => children.push({
+                                 key: `${ item.key }.${ value.object_name }`,
+                                 title: value.object_name,
+                                 database: item.database,
+                                 table: item.code,
+                                 catalog: value.object_name,
+                                 code: value.object_name,
+                                 level: StructureEnum.COLUMN,
+                                 isLeaf: true
+                               }))
+                     }
+                     else {
+                       MfMessage.error(response.data.message)
+                     }
+                   })
+                   .finally(() => resolve(children))
+  })
+}
+
+const onLoadData = (treeNode: any): Promise<TreeNode[]> => {
+  const item = treeNode as TreeNode
+  if (item.children) {
+    return Promise.resolve([])
+  }
+  if (item.level === StructureEnum.DATABASE) {
+    return loadTables(item)
+             .then(children => {
+               const group = buildTablesGroup(item, children)
+               data.value = updateTreeChildren(data.value, item.key, [group])
+               return [group]
+             })
+  }
+  if (item.level === StructureEnum.TABLE) {
+    return loadColumns(item)
+             .then(children => {
+               data.value = updateTreeChildren(data.value, item.key, children)
+               return children
+             })
+  }
+  return Promise.resolve([])
+}
+
+const onSelect = (_keys: (string | number)[], info: any) => {
+  const item = info.node as TreeNode
+  switch (item.level) {
+    case StructureEnum.TABLE:
+      ObjectUtils.copy(item.database + '.' + item.title)
+      emit('select-table', { database: item.database as string, table: item.code as string })
+      break
+    case StructureEnum.COLUMN:
+      ObjectUtils.copy(item.database + '.' + item.table + '.' + item.title)
+      emit('select-table', { database: item.database as string, table: item.table as string })
+      break
+    default:
+      if (!info.selected) {
+        emit('select-table', null)
+      }
+  }
+}
+
 const handleInitialize = () => {
   if (props.code) {
     data.value = []
     errorMessage.value = null
+    selectedKeys.value = []
+    expandedKeys.value = []
     loading.value = true
     MetadataService.getDatabaseBySource(props.code)
                    .then((response) => {
@@ -67,10 +220,10 @@ const handleInitialize = () => {
                            catalog: name,
                            code: name,
                            level: StructureEnum.DATABASE,
-                           value: name,
                            isLeaf: false
-                         } as any)
+                         })
                        })
+                       expandFirstDatabase()
                      }
                      else {
                        errorMessage.value = response.data.message
@@ -80,84 +233,19 @@ const handleInitialize = () => {
   }
 }
 
-const onLoadData = (treeNode: any): Promise<any[]> => {
-  const item = treeNode as any
-  return new Promise<any[]>((resolve) => {
-    if (item.children) {
-      resolve([])
-      return
-    }
-
-    const children = [] as any[]
-    if (item.level === StructureEnum.DATABASE) {
-      MetadataService.getTablesByDatabase(props.code, item.code)
-                     .then((response) => {
-                       if (response.status && response.data && response.data.isSuccessful) {
-                         response.data.columns.forEach((value: any) => children.push({
-                           key: `${ item.key }.${ value.object_name }`,
-                           title: value.object_name,
-                           value: value.object_name,
-                           code: value.object_name,
-                           database: item.code,
-                           catalog: value.object_name,
-                           level: StructureEnum.TABLE,
-                           isLeaf: false
-                         }))
-                       }
-                       else {
-                         MfMessage.error(response.data.message)
-                       }
-                     })
-                     .finally(() => {
-                       data.value = updateTreeChildren(data.value, item.key, children)
-                       resolve(children)
-                     })
-    }
-    else if (item.level === StructureEnum.TABLE) {
-      MetadataService.getColumnsByTable(props.code, item.database, item.code)
-                     .then((response) => {
-                       if (response.status && response.data && response.data.isSuccessful) {
-                         response.data.columns
-                                 .filter((value: any) => value.type_name === 'column')
-                                 .forEach((value: any) => children.push({
-                                   key: `${ item.key }.${ value.object_name }`,
-                                   title: value.object_name,
-                                   value: value.object_name,
-                                   database: item.database,
-                                   table: item.code,
-                                   catalog: value.object_name,
-                                   code: value.object_name,
-                                   level: StructureEnum.COLUMN,
-                                   isLeaf: true
-                                 }))
-                       }
-                       else {
-                         MfMessage.error(response.data.message)
-                       }
-                     })
-                     .finally(() => {
-                       data.value = updateTreeChildren(data.value, item.key, children)
-                       resolve(children)
-                     })
-    }
-    else {
-      resolve([])
-    }
-  })
-}
-
-const onSelect = (_keys: any[], info: any) => {
-  const item = info.node as any as StructureModel
-  let text: string = item.title as string
-  switch (item.level) {
-    case StructureEnum.TABLE:
-      text = item.database + '.' + text
-      break
-    case StructureEnum.COLUMN:
-      text = item.database + '.' + item.table + '.' + text
-      break
+/** Expand the first database so the tables group shows up without an extra click. */
+const expandFirstDatabase = () => {
+  const first = data.value[0]
+  if (!first || expandedKeys.value.length > 0) {
+    return
   }
-  ObjectUtils.copy(text)
+  loadTables(first)
+    .then(children => {
+      const group = buildTablesGroup(first, children)
+      data.value = updateTreeChildren(data.value, first.key, [group])
+      first.children = [group]
+      expandedKeys.value = [first.key]
+    })
 }
 
 watch(() => props.code, () => handleInitialize())
diff --git a/core/metaforge-web/src/views/layouts/common/LayoutContainer.vue b/core/metaforge-web/src/views/layouts/common/LayoutContainer.vue
index b6a92ae295..8d598f5dc2 100644
--- a/core/metaforge-web/src/views/layouts/common/LayoutContainer.vue
+++ b/core/metaforge-web/src/views/layouts/common/LayoutContainer.vue
@@ -9,23 +9,33 @@
         <LayoutHeader/>
       </div>
 
-      <main class="container isolate min-h-screen py-6">
+      <!-- Workspace pages (query console) own a fixed-height IDE layout: no page
+           padding, no footer, content fills the remaining viewport height. -->
+      <main v-if="workspaceMode" class="container isolate h-[calc(100vh-4rem)] min-h-0 overflow-hidden py-3">
         <RouterView/>
       </main>
 
-      <LayoutFooter/>
+      <main v-else class="container isolate min-h-screen py-6">
+        <RouterView/>
+      </main>
+
+      <LayoutFooter v-if="!workspaceMode"/>
     </div>
   </div>
 </template>
 
 <script setup lang="ts">
-import { onBeforeMount } from 'vue'
+import { computed, onBeforeMount } from 'vue'
+import { useRoute } from 'vue-router'
 import LayoutHeader from '@/views/layouts/common/components/LayoutHeader.vue'
 import LayoutFooter from '@/views/layouts/common/components/LayoutFooter.vue'
 import { provideI18nHandler } from '@/i18n/I18n'
 
 const { loadLocale, loadingState, loadingText } = provideI18nHandler()
 
+const route = useRoute()
+const workspaceMode = computed(() => route.meta.workspace === true)
+
 onBeforeMount(async () => {
   try {
     const locale = localStorage.getItem('locale') || 'zh-CN'
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index df7e3ce955..bb94fe3187 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -1,135 +1,198 @@
 <template>
-  <div class="flex flex-col">
-    <div class="flex flex-1 min-h-0">
-      <aside class="w-[280px] shrink-0" style="top: -8px;">
-        <MfCard :bordered="false">
-          <SourceSelect v-model="selectSource.full as string" @on-change="onChange($event)"/>
-
-          <MetadataTree v-if="selectSource.code" :code="selectSource.code as string"/>
-        </MfCard>
-      </aside>
-
-      <main class="min-h-screen flex-1 overflow-hidden">
-        <div ref="editorContainer">
-          <MfCard :bordered="false">
-            <template #header>
-              <MfSpace v-if="selectSource.code">
-                <MfButton variant="primary" :loading="loading.running" :disabled="(!selectSource.id && !loading.running) || loading.running" @click="onRun()">
-                  <Play :size="15" />
-                  {{ $t('query.common.execute') }}
-                </MfButton>
-
-                <MfButton :loading="loading.formatting"
-                          :disabled="(!selectSource.id && !loading.formatting) || loading.formatting"
-                          @click="onFormat()">
-                  <Eraser :size="15" />
-                  {{ $t('query.common.format') }}
-                </MfButton>
-
-                <MfButton variant="danger"
-                          :loading="loading.formatting"
-                          :disabled="!selectSource.id || !loading.running"
+  <div class="flex h-full min-h-0 gap-3">
+    <aside v-show="!focusMode"
+           class="flex w-[280px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+      <QuerySourcePicker v-model="selectSource.full as string" @change="onChange($event)"/>
+
+      <div class="border-t border-line px-3 py-2.5">
+        <MfInput ref="treeSearchRef"
+                 v-model="treeKeyword"
+                 size="sm"
+                 :placeholder="$t('query.tree.search')">
+          <template #prefix>
+            <Search :size="13"/>
+          </template>
+          <template #suffix>
+            <span class="rounded-mf-sm border border-line bg-surface-hover px-1.5 py-0.5 font-mono text-[10px] leading-none text-content-tertiary">⌘K</span>
+          </template>
+        </MfInput>
+      </div>
+
+      <MetadataTree v-if="selectSource.code"
+                    :code="selectSource.code as string"
+                    :keyword="treeKeyword"
+                    @select-table="onSelectTable"/>
+
+      <div v-else class="flex flex-1 items-center justify-center px-4 pb-6 text-center text-xs text-content-tertiary">
+        {{ $t('source.tip.selected') }}
+      </div>
+    </aside>
+
+    <section class="flex min-w-0 flex-1 flex-col gap-3">
+      <div class="flex h-[42%] max-h-[520px] min-h-[260px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+        <div class="flex shrink-0 items-center border-b border-line pl-2 pr-1.5">
+          <button v-for="item in Object.values(editors)"
+                  :key="item.key"
+                  type="button"
+                  class="group flex items-center gap-1.5 border-b-2 px-3 py-2.5 text-sm transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
+                  :class="activeEditor === item.key ? 'border-b-primary font-medium text-content' : 'border-b-transparent text-content-secondary hover:text-content'"
+                  @click="activeEditor = item.key">
+            <span class="size-1.5 rounded-full" :class="activeEditor === item.key ? 'bg-primary' : 'bg-content-placeholder'"></span>
+            {{ item.title }}
+            <span v-if="Object.keys(editors).length > 1"
+                  class="inline-flex size-4 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-hover hover:text-content"
+                  role="button"
+                  @click.stop="onEditTabs(item.key, 'remove')">
+              <X :size="11"/>
+            </span>
+          </button>
+
+          <div class="ml-auto">
+            <MfTooltip :content="$t('common.createEditor')">
+              <MfButton variant="ghost" size="sm" shape="circle" :disabled="!selectSource.code" @click="onPlusEditor">
+                <Plus :size="15"/>
+              </MfButton>
+            </MfTooltip>
+          </div>
+        </div>
+
+        <div class="flex shrink-0 items-center gap-2 border-b border-line px-3 py-2">
+          <div class="inline-flex items-stretch">
+            <MfButton variant="primary"
+                      class="rounded-r-none!"
+                      :loading="loading.running"
+                      :disabled="!selectSource.id || loading.running"
+                      @click="onRun()">
+              <Play :size="15"/>
+              {{ $t('query.common.execute') }}
+            </MfButton>
+
+            <MfDropdown trigger="click" placement="bottomLeft">
+              <MfButton variant="primary"
+                        class="rounded-l-none! border-l border-on-primary/30 px-1.5!"
+                        :disabled="!selectSource.id">
+                <ChevronDown :size="14"/>
+              </MfButton>
+              <template #overlay>
+                <div class="flex flex-col">
+                  <button type="button"
+                          class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content disabled:cursor-not-allowed disabled:opacity-40"
+                          :disabled="!loading.running"
                           @click="onCancel()">
-                  <CircleStop :size="15" />
-                  {{ $t('common.cancel') }}
-                </MfButton>
-
-                <MfButton v-if="responseConfigure.response" variant="primary" @click="visibleSnippet(true)">
-                  <Plus :size="15" />
-                  {{ $t('common.snippet') }}
-                </MfButton>
-
-                <div v-if="responseConfigure.response">
-                  <MfTooltip>
-                    <template #content>
-                      <div class="flex flex-col">
-                        <span class="text-xs">
-                          {{ $t('query.common.connectionTime') }}
-                          {{ responseConfigure.response.data.connection.elapsed }} ms
-                        </span>
-
-                        <span class="text-xs">
-                          {{ $t('query.common.executionTime') }}
-                          {{ responseConfigure.response.data.processor.elapsed }} ms
-                        </span>
-                      </div>
-                    </template>
-
-                    <MfButton>
-                      <Clock :size="15" />
-                      {{ responseConfigure.response.data.processor.elapsed }} ms
-                    </MfButton>
-                  </MfTooltip>
+                    {{ $t('common.cancel') }}
+                  </button>
                 </div>
-
-                <MfButton v-if="selectSource.id && (responseConfigure.response?.data || !responseConfigure.response?.status)"
-                          variant="primary" @click="visibleQueryHelp(true)">
-                  <Bot :size="15" />
-
-                  {{ $t('query.common.help') }}
-                </MfButton>
-
-                <MfButton :disabled="!selectSource.code" @click="onPlusEditor">
-                  <Pencil :size="15" />
-
-                  {{ $t('common.createEditor') }}
-                </MfButton>
-              </MfSpace>
-            </template>
-
-            <div v-if="!selectSource.code" class="flex justify-center" style="height: 300px">
-              <div class="flex items-center justify-center">
-                <MfAlert :title="$t('source.tip.selected')"/>
-              </div>
-            </div>
-
-            <MfTabs v-else
-                    v-model:active-key="activeEditor">
-              <MfTabPane v-for="item in Object.values(editors)"
-                         :key="item.key"
-                         :item-key="item.key">
-                <template #tab>
-                  <span class="inline-flex items-center gap-1.5">
-                    {{ item.title }}
-                    <!-- editable-card 关闭按钮（hide-add，仅保留 remove） -->
-                    <span v-if="Object.keys(editors).length > 1"
-                          class="inline-flex size-4 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-hover hover:text-content"
-                          role="button"
-                          @click.stop="onEditTabs(item.key, 'remove')">
-                      <X :size="10" />
-                    </span>
+              </template>
+            </MfDropdown>
+          </div>
+
+          <MfButton :loading="loading.formatting"
+                    :disabled="(!selectSource.id && !loading.formatting) || loading.formatting"
+                    @click="onFormat()">
+            <Eraser :size="15"/>
+            {{ $t('query.common.format') }}
+          </MfButton>
+
+          <MfButton variant="ghost"
+                    class="text-danger! hover:bg-danger-subtle! hover:text-danger!"
+                    :disabled="!selectSource.code"
+                    @click="onClearEditor()">
+            <Trash2 :size="15"/>
+            {{ $t('common.clear') }}
+          </MfButton>
+
+          <MfButton :disabled="!activeEditorContent" @click="visibleSnippet(true)">
+            <Save :size="15"/>
+            {{ $t('common.save') }}
+          </MfButton>
+
+          <MfButton v-if="selectSource.id && (responseConfigure.response?.data || !responseConfigure.response?.status)"
+                    @click="visibleQueryHelp(true)">
+            <Bot :size="15"/>
+            {{ $t('query.common.help') }}
+          </MfButton>
+
+          <div class="ml-auto flex items-center gap-2">
+            <MfTooltip v-if="responseConfigure.response?.status">
+              <template #content>
+                <div class="flex flex-col">
+                  <span class="text-xs">
+                    {{ $t('query.common.connectionTime') }}
+                    {{ responseConfigure.response.data.connection.elapsed }} ms
                   </span>
-                </template>
-                <AceEditor v-model="item.content"
-                           height="320px"
-                           :auto-complete="{
-                               endpoint: () => `${ baseUrl ? baseUrl : '' }/api/v1/metadata/${ selectSource.code }/suggests`,
-                               method: 'GET',
-                               trigger: ['.', '@'],
-                               headers: { 'Authorization': auth?.type + ' ' + auth?.token },
-                               requestParams: (context) => ({
-                                   keyword: context.word
-                               }),
-                               transform: (response: any) => {
-                                 return response[0].data.columns.map((item: any) => ({
-                                   label: item.object_name,
-                                   insertText: item.object_name,
-                                   detail: $t(item.object_key),
-                                   icon: item.object_type
-                                 }))
-                               }
-                           }">
-                </AceEditor>
-              </MfTabPane>
-            </MfTabs>
-          </MfCard>
+                  <span class="text-xs">
+                    {{ $t('query.common.executionTime') }}
+                    {{ responseConfigure.response.data.processor.elapsed }} ms
+                  </span>
+                </div>
+              </template>
+              <span class="inline-flex h-8 items-center gap-1.5 rounded-mf-md border border-line bg-surface px-2.5 text-sm text-content-secondary shadow-mf-sm">
+                <Clock :size="14" class="text-content-tertiary"/>
+                {{ responseConfigure.response.data.processor.elapsed }} ms
+              </span>
+            </MfTooltip>
+
+            <MfTooltip :content="focusMode ? $t('query.tip.exitFocus') : $t('query.tip.focus')">
+              <MfButton variant="ghost" size="sm" shape="circle" @click="focusMode = !focusMode">
+                <Minimize2 v-if="focusMode" :size="15"/>
+                <Maximize2 v-else :size="15"/>
+              </MfButton>
+            </MfTooltip>
+          </div>
         </div>
 
-        <div class="mt-1">
-          <GridTable v-if="responseConfigure.gridConfigure" :configure="responseConfigure.gridConfigure"/>
+        <div class="min-h-0 flex-1">
+          <div v-if="!selectSource.code" class="flex h-full items-center justify-center">
+            <MfAlert :title="$t('source.tip.selected')"/>
+          </div>
+
+          <AceEditor v-else
+                     :value="activeEditorInstance?.content ?? ''"
+                     height="100%"
+                     @update:value="onEditorInput"
+                     :auto-complete="{
+                         endpoint: () => `${ baseUrl ? baseUrl : '' }/api/v1/metadata/${ selectSource.code }/suggests`,
+                         method: 'GET',
+                         trigger: ['.', '@'],
+                         headers: { 'Authorization': auth?.type + ' ' + auth?.token },
+                         requestParams: (context) => ({
+                             keyword: context.word
+                         }),
+                         transform: (response: any) => {
+                           return response[0].data.columns.map((item: any) => ({
+                             label: item.object_name,
+                             insertText: item.object_name,
+                             detail: $t(item.object_key),
+                             icon: item.object_type
+                           }))
+                         }
+                     }">
+          </AceEditor>
         </div>
-      </main>
-    </div>
+      </div>
+
+      <div class="flex min-h-0 flex-1 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+        <QueryResultPanel :response="responseConfigure.response"
+                          :running="loading.running"
+                          :source-id="selectSource.id as unknown as number"
+                          :source-code="(selectSource.code as string)"
+                          :query="responseConfigure.query"
+                          @add-dataset="onAddDataset"
+                          @refresh="onRun"/>
+      </div>
+    </section>
+
+    <aside v-show="!focusMode"
+           class="flex w-[320px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+      <QuerySidePanel :source-code="(selectSource.code as string)"
+                      :selected-table="selectedTable"
+                      :refreshed="sidePanelRefresh"
+                      @run-sql="onSideRunSql"
+                      @load-sql="onSideLoadSql"
+                      @add-dataset="onAddDataset"
+                      @create-snippet="visibleSnippet(true)"
+                      @edit-snippet="onEditSnippet"/>
+    </aside>
   </div>
 
   <QueryHelp v-if="visibility.queryHelp"
@@ -144,32 +207,32 @@
   <SnippetInfo v-if="dataInfoVisible"
                :is-visible="dataInfoVisible"
                :info="dataInfo"
-               @close="visibleSnippet(false)">
+               @close="onSnippetClosed">
   </SnippetInfo>
 </template>
 
 <script setup lang="ts">
-import { reactive, ref } from 'vue'
-import { useRoute } from 'vue-router'
+import { computed, onBeforeUnmount, onMounted, reactive, ref } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
 import { MfMessage } from 'metaforge-ui'
-import SourceSelect from '@/views/components/source/SourceSelect.vue'
+import { Bot, ChevronDown, Clock, Eraser, Maximize2, Minimize2, Play, Plus, Save, Search, Trash2, X } from '@lucide/vue'
 import SnippetService from '@/services/snippet'
 import AuditService from '@/services/audit'
 import { ExecuteModel } from '@/model/execute'
 import ExecuteService from '@/services/execute'
-import GridTable from '@/views/components/grid/GridTable.vue'
-import { GridConfigure } from '@/views/components/grid/GridConfigure'
 import { ResponseModel } from '@/model/response'
 import FormatService from '@/services/format'
 import { HelpType } from '@/views/pages/admin/query/HelpType'
 import QueryHelp from '@/views/pages/admin/query/QueryHelp.vue'
+import QuerySourcePicker from '@/views/pages/admin/query/QuerySourcePicker.vue'
+import QueryResultPanel from '@/views/pages/admin/query/QueryResultPanel.vue'
+import QuerySidePanel from '@/views/pages/admin/query/QuerySidePanel.vue'
 import MetadataTree from '@/views/components/tree/MetadataTree.vue'
 import AceEditor from '@/views/components/editor/AceEditor.vue'
 import { SnippetModel, SnippetRequest } from '@/model/snippet'
 import SnippetInfo from '@/views/pages/admin/snippet/SnippetInfo.vue'
 import { TokenUtils } from '@/utils/token.ts'
 import axios from 'axios'
-import { Bot, CircleStop, Clock, Eraser, Pencil, Play, Plus, X } from '@lucide/vue'
 
 interface EditorInstance
 {
@@ -181,9 +244,15 @@ interface EditorInstance
 defineOptions({ name: 'QueryHome' })
 
 const route = useRoute()
+const router = useRouter()
 const auth = TokenUtils.getAuthUser()
 
-const editorContainer = ref<HTMLElement | null>(null)
+const treeSearchRef = ref<{ focus: () => void } | null>(null)
+const treeKeyword = ref('')
+const focusMode = ref(false)
+const selectedTable = ref<{ database: string; table: string } | null>(null)
+const sidePanelRefresh = ref(0)
+let editorSequence = 0
 
 const loading = reactive({
   running: false,
@@ -209,16 +278,31 @@ const queryConfigure = reactive({
 })
 const responseConfigure = reactive({
   response: null as ResponseModel | null,
-  gridConfigure: null as GridConfigure | null,
-  message: null as string | null
+  message: null as string | null,
+  query: ''
 })
 const dataInfo = ref<SnippetModel>(null as unknown as SnippetModel)
 const dataInfoVisible = ref(false)
 const baseUrl = import.meta.env.VITE_API_BASE_URL
 
+const activeEditorInstance = computed(() => editors.value[activeEditor.value as string])
+
+const activeEditorContent = computed(() => {
+  const editor = activeEditorInstance.value
+  return editor && editor.content.trim().length > 0
+})
+
+const onEditorInput = (value: string) => {
+  const editor = activeEditorInstance.value
+  if (editor) {
+    editor.content = value
+  }
+}
+
 const createEditor = () => {
+  editorSequence += 1
   const newEditor: EditorInstance = {
-    title: `Query`,
+    title: `SQL ${ editorSequence }`,
     key: `editor-${ Date.now() }`,
     content: ''
   }
@@ -279,7 +363,6 @@ const handlerInitialize = () => {
 }
 
 const onPlusEditor = () => {
-  responseConfigure.message = null
   createEditor()
 }
 
@@ -298,46 +381,48 @@ const onEditTabs = (targetKey: any, action: string) => {
   }
 }
 
+const onClearEditor = () => {
+  const active = editors.value[activeEditor.value as string]
+  if (active) {
+    active.content = ''
+  }
+}
+
 const onRun = () => {
-  responseConfigure.gridConfigure = null
   responseConfigure.response = null
   responseConfigure.message = null
+  responseConfigure.query = ''
   queryConfigure.queryType = [HelpType.ANALYSIS, HelpType.OPTIMIZE]
   queryConfigure.cancelToken = axios.CancelToken.source()
   queryConfigure.configure!.name = selectSource.code as string
   const editor = editors.value[activeEditor.value as string]
   queryConfigure.configure!.content = editor.content
-  const container = editorContainer.value as HTMLElement
 
   loading.running = true
   ExecuteService.execute(queryConfigure.configure!, queryConfigure.cancelToken.token)
                 .then((response) => {
                   if (response.status) {
                     responseConfigure.response = response
-                    responseConfigure.gridConfigure = {
-                      headers: response.data.headers,
-                      columns: response.data.columns,
-                      height: 340,
-                      width: container.offsetWidth + 20,
-                      showSeriesNumber: false,
-                      sourceId: selectSource.id as unknown as number,
-                      query: editor.content,
-                      code: selectSource.code as string
-                    }
+                    responseConfigure.query = editor.content
                     editor.content = response.data.content
                   }
                   else {
                     MfMessage.error(response.message)
                     responseConfigure.message = response.message
+                    responseConfigure.response = response
+                    responseConfigure.query = editor.content
                     queryConfigure.queryType.push(HelpType.FIXEDBUGS)
-                    responseConfigure.gridConfigure = null
                   }
                 })
-                .finally(() => (loading.running = false))
+                .finally(() => {
+                  loading.running = false
+                  sidePanelRefresh.value += 1
+                })
 }
 
 const onCancel = () => {
   queryConfigure.cancelToken.cancel('Cancel query')
+  loading.running = false
 }
 
 const onFormat = () => {
@@ -357,19 +442,64 @@ const onFormat = () => {
                .finally(() => (loading.formatting = false))
 }
 
+const onSelectTable = (value: { database: string; table: string } | null) => {
+  selectedTable.value = value
+}
+
+const onSideLoadSql = (sql: string) => {
+  const active = editors.value[activeEditor.value as string]
+  if (active) {
+    active.content = sql
+  }
+}
+
+const onSideRunSql = (sql: string) => {
+  onSideLoadSql(sql)
+  onRun()
+}
+
+const onAddDataset = () => {
+  const active = editors.value[activeEditor.value as string]
+  if (!active || !selectSource.code) {
+    return
+  }
+  const id = Math.random().toString(36).substring(2)
+  localStorage.setItem(`QueryContent_${ id }`, active.content)
+  router.push(`/dataset/info/source/${ selectSource.code }?tempId=${ id }`)
+}
+
 const visibleQueryHelp = (value: boolean) => {
   visibility.queryHelp = value
 }
 
 const visibleSnippet = (opened: boolean) => {
   const active = editors.value[activeEditor.value as string]
-  dataInfoVisible.value = opened
-  if (active) {
-    const content = active.content
+  if (opened && active) {
     dataInfo.value = SnippetRequest.of()
-    dataInfo.value.context = content as string
+    dataInfo.value.context = active.content
+  }
+  dataInfoVisible.value = opened
+}
+
+const onEditSnippet = (snippet: SnippetModel) => {
+  dataInfo.value = snippet
+  dataInfoVisible.value = true
+}
+
+const onSnippetClosed = () => {
+  dataInfoVisible.value = false
+  sidePanelRefresh.value += 1
+}
+
+const onSearchHotkey = (event: KeyboardEvent) => {
+  if ((event.metaKey || event.ctrlKey) && event.key.toLowerCase() === 'k') {
+    event.preventDefault()
+    treeSearchRef.value?.focus()
   }
 }
 
+onMounted(() => window.addEventListener('keydown', onSearchHotkey))
+onBeforeUnmount(() => window.removeEventListener('keydown', onSearchHotkey))
+
 handlerInitialize()
 </script>
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
new file mode 100644
index 0000000000..8ad5ca1d19
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
@@ -0,0 +1,282 @@
+<template>
+  <div class="flex min-h-0 flex-1 flex-col overflow-hidden">
+    <div class="flex shrink-0 items-center justify-between border-b border-line pl-2 pr-3">
+      <div class="flex items-center gap-1">
+        <button v-for="tab in tabs"
+                :key="tab.key"
+                type="button"
+                class="border-b-2 px-3 py-2.5 text-sm font-medium transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
+                :class="activeTab === tab.key ? 'border-b-primary text-primary' : 'border-b-transparent text-content-secondary hover:text-content'"
+                @click="activeTab = tab.key">
+          {{ tab.label }}
+        </button>
+
+        <MfButton size="sm" variant="ghost" class="ml-1" :disabled="!canAddDataset" @click="emit('add-dataset')">
+          <Plus :size="14"/>
+          {{ $t('query.result.addToDataset') }}
+        </MfButton>
+      </div>
+
+      <div class="flex items-center gap-2">
+        <MfButton size="sm" :disabled="!exportable" @click="onExport">
+          <Download :size="14"/>
+          {{ $t('common.export') }}
+        </MfButton>
+
+        <MfButton size="sm" :disabled="!exportable" @click="visualVisible = true">
+          <ChartColumn :size="14"/>
+          {{ $t('dataset.common.visual') }}
+        </MfButton>
+      </div>
+    </div>
+
+    <div v-if="hasResponse" class="flex shrink-0 items-center justify-between border-b border-line px-3 py-1.5">
+      <div class="flex min-w-0 items-center gap-3">
+        <span class="flex items-center gap-1.5 text-sm font-medium"
+              :class="isSuccess ? 'text-success' : 'text-danger'">
+          <CircleCheck v-if="isSuccess" :size="15"/>
+          <CircleAlert v-else :size="15"/>
+          {{ isSuccess ? $t('query.message.success') : $t('query.message.failed') }}
+        </span>
+
+        <span class="h-3.5 w-px bg-line"></span>
+
+        <span class="text-xs text-content-secondary">
+          {{ $t('query.message.elapsed') }} {{ elapsed }} ms
+        </span>
+
+        <span class="h-3.5 w-px bg-line"></span>
+
+        <span class="text-xs text-content-secondary">
+          {{ $t('query.message.returnedRows', [rowCount]) }}
+        </span>
+      </div>
+
+      <div class="flex items-center gap-2">
+        <MfInput v-model="quickFilter" size="sm" class="w-48" :placeholder="$t('query.result.searchResults')" clearable>
+          <template #prefix>
+            <Search :size="13"/>
+          </template>
+        </MfInput>
+
+        <MfTooltip :content="$t('common.refresh')">
+          <MfButton variant="ghost" size="sm" shape="circle" @click="emit('refresh')">
+            <RefreshCw :size="14"/>
+          </MfButton>
+        </MfTooltip>
+      </div>
+    </div>
+
+    <div class="relative min-h-0 flex-1">
+      <div v-if="running" class="absolute inset-0 z-10 flex items-center justify-center bg-surface/70">
+        <MfSpinner size="lg" :label="$t('query.common.execute') + '...'"/>
+      </div>
+
+      <template v-if="activeTab === 'results'">
+        <ag-grid-vue v-if="hasRows"
+                     class="ag-theme-metaforge h-full w-full"
+                     :key="gridKey"
+                     :pagination="true"
+                     :suppress-pagination-panel="true"
+                     :pagination-page-size="pageSize"
+                     :columnDefs="columnDefs"
+                     :rowData="rows"
+                     :gridOptions="gridOptions as any"
+                     @grid-ready="onGridReady"
+                     @pagination-changed="onPaginationChanged"/>
+
+        <div v-else-if="!running" class="flex h-full flex-col items-center justify-center gap-2 py-10">
+          <Inbox :size="42" stroke-width="1.2" class="text-content-placeholder"/>
+          <div class="text-sm font-medium text-content-secondary">{{ $t('query.result.empty') }}</div>
+          <div class="max-w-md text-center text-xs text-content-tertiary">
+            {{ failureMessage ?? $t('query.result.emptyTip') }}
+          </div>
+        </div>
+      </template>
+
+      <div v-else class="h-full overflow-y-auto p-4">
+        <div class="flex flex-col gap-2">
+          <div class="flex items-start gap-2 rounded-mf-md border border-line px-3 py-2">
+            <CircleCheck v-if="isSuccess" :size="15" class="mt-0.5 shrink-0 text-success"/>
+            <CircleAlert v-else :size="15" class="mt-0.5 shrink-0 text-danger"/>
+            <div class="flex min-w-0 flex-col gap-1">
+              <span class="text-sm font-medium" :class="isSuccess ? 'text-success' : 'text-danger'">
+                {{ isSuccess ? $t('query.message.success') : $t('query.message.failed') }}
+              </span>
+              <span v-if="failureMessage" class="break-all text-xs text-content-secondary">{{ failureMessage }}</span>
+              <span v-if="isSuccess" class="text-xs text-content-tertiary">
+                {{ $t('query.common.connectionTime') }} {{ connectionElapsed }} ms ·
+                {{ $t('query.common.executionTime') }} {{ elapsed }} ms
+              </span>
+            </div>
+          </div>
+
+          <div v-if="props.query" class="rounded-mf-md border border-line px-3 py-2">
+            <div class="mb-1 text-xs font-medium text-content-tertiary">SQL</div>
+            <pre class="overflow-x-auto whitespace-pre-wrap break-all font-mono text-xs text-content-secondary">{{ props.query }}</pre>
+          </div>
+        </div>
+      </div>
+    </div>
+
+    <div v-if="activeTab === 'results' && hasRows" class="flex shrink-0 items-center justify-between border-t border-line px-3 py-2">
+      <div class="flex items-center gap-2 text-sm text-content-secondary">
+        {{ $t('query.result.perPage') }}
+
+        <div class="w-24">
+          <MfSelect v-model="pageSize"
+                    size="sm"
+                    :options="pageSizeOptions"
+                    @update:model-value="onPageSizeChange"/>
+        </div>
+
+        {{ $t('query.result.rowsUnit') }}
+      </div>
+
+      <MfPagination :current="currentPage"
+                    :total="rowCount"
+                    :page-size="pageSize"
+                    :show-size="false"
+                    @update:current="onPageChange"/>
+    </div>
+
+    <GridVisual v-if="visualVisible"
+                :is-visible="visualVisible"
+                :configure="visualConfigure"
+                @close="visualVisible = $event"/>
+  </div>
+</template>
+
+<script setup lang="ts">
+import { computed, ref, watch } from 'vue'
+import { useI18n } from 'vue-i18n'
+import { AgGridVue } from 'ag-grid-vue3'
+import 'ag-grid-community/styles/ag-grid.css'
+import '@/views/components/grid/ag-theme-metaforge.css'
+import { ChartColumn, CircleAlert, CircleCheck, Download, Inbox, Plus, RefreshCw, Search } from '@lucide/vue'
+import GridOptions from '@/views/components/grid/GridOptions'
+import { GridColumn } from '@/views/components/grid/GridColumn'
+import { GridConfigure } from '@/views/components/grid/GridConfigure'
+import GridVisual from '@/views/components/grid/GridVisual.vue'
+import { ResponseModel } from '@/model/response'
+
+defineOptions({ name: 'QueryResultPanel' })
+
+const props = withDefaults(defineProps<{
+  response?: ResponseModel | null
+  running?: boolean
+  sourceId?: number
+  sourceCode?: string
+  query?: string
+}>(), {
+  response: null,
+  running: false,
+  sourceId: undefined,
+  sourceCode: undefined,
+  query: ''
+})
+
+const emit = defineEmits<{
+  (e: 'add-dataset'): void
+  (e: 'refresh'): void
+}>()
+
+const i18n = useI18n()
+const { t } = i18n
+
+const gridOptions = GridOptions.createDefaultOptions(i18n)
+
+const activeTab = ref<'results' | 'messages'>('results')
+const quickFilter = ref('')
+const pageSize = ref(100)
+const currentPage = ref(1)
+const visualVisible = ref(false)
+const gridKey = ref(0)
+let gridApi: any = null
+
+const tabs = computed(() => [
+  { key: 'results' as const, label: t('query.result.results') },
+  { key: 'messages' as const, label: t('query.result.messages') }
+])
+
+const pageSizeOptions = [50, 100, 200, 500, 1000].map(size => ({ label: String(size), value: size }))
+
+const hasResponse = computed(() => !!props.response)
+const isSuccess = computed(() => !!props.response?.status)
+const failureMessage = computed(() => (!isSuccess.value && props.response?.message) ? props.response.message : null)
+
+const headers = computed<string[]>(() => (isSuccess.value ? props.response?.data?.headers ?? [] : []))
+const rows = computed<any[]>(() => (isSuccess.value ? props.response?.data?.columns ?? [] : []))
+const rowCount = computed(() => rows.value.length)
+const hasRows = computed(() => isSuccess.value && rowCount.value > 0)
+const exportable = computed(() => hasResponse.value && isSuccess.value)
+const canAddDataset = computed(() => isSuccess.value && !!props.sourceCode)
+const elapsed = computed(() => props.response?.data?.processor?.elapsed ?? 0)
+const connectionElapsed = computed(() => props.response?.data?.connection?.elapsed ?? 0)
+
+const columnDefs = computed<GridColumn[]>(() => headers.value.map(header => ({ headerName: header, field: header })))
+
+const visualConfigure = computed<GridConfigure>(() => ({
+  headers: headers.value as any,
+  columns: rows.value as any,
+  height: 400,
+  width: 800,
+  showSeriesNumber: false,
+  sourceId: props.sourceId,
+  query: props.query,
+  code: props.sourceCode
+}))
+
+const onGridReady = (params: any) => {
+  gridApi = params.api
+  currentPage.value = gridApi.paginationGetCurrentPage() + 1
+}
+
+const onPaginationChanged = () => {
+  if (gridApi) {
+    currentPage.value = gridApi.paginationGetCurrentPage() + 1
+  }
+}
+
+const onPageChange = (page: number) => {
+  gridApi?.paginationGoToPage(page - 1)
+  currentPage.value = page
+}
+
+const onPageSizeChange = () => {
+  gridApi?.setGridOption('paginationPageSize', pageSize.value)
+  gridApi?.paginationGoToPage(0)
+  currentPage.value = 1
+}
+
+watch(quickFilter, value => gridApi?.setGridOption('quickFilterText', value))
+
+watch(() => props.response, () => {
+  gridKey.value += 1
+  quickFilter.value = ''
+  if (props.response && !props.response.status) {
+    activeTab.value = 'messages'
+  }
+  else {
+    activeTab.value = 'results'
+    currentPage.value = 1
+  }
+})
+
+const onExport = () => {
+  const header = headers.value
+  const escape = (value: any) => {
+    const text = value === null || value === undefined ? '' : String(value)
+    return /[",\n]/.test(text) ? `"${ text.replace(/"/g, '""') }"` : text
+  }
+  const lines = [header.map(escape).join(',')]
+  rows.value.forEach(row => lines.push(header.map(name => escape(row[name])).join(',')))
+
+  const blob = new Blob(['\ufeff' + lines.join('\n')], { type: 'text/csv;charset=utf-8;' })
+  const link = document.createElement('a')
+  link.href = URL.createObjectURL(blob)
+  link.download = `query-result-${ Date.now() }.csv`
+  link.click()
+  URL.revokeObjectURL(link.href)
+}
+</script>
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
new file mode 100644
index 0000000000..49238ba24a
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -0,0 +1,331 @@
+<template>
+  <div class="flex min-h-0 flex-1 flex-col overflow-hidden">
+    <div class="flex shrink-0 items-center border-b border-line px-1">
+      <button v-for="tab in tabs"
+              :key="tab.key"
+              type="button"
+              class="flex-1 border-b-2 px-1 py-2.5 text-center text-sm font-medium transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
+              :class="activeTab === tab.key ? 'border-b-primary text-primary' : 'border-b-transparent text-content-secondary hover:text-content'"
+              @click="activeTab = tab.key">
+        {{ tab.label }}
+      </button>
+    </div>
+
+    <div class="flex flex-col gap-2.5 p-3">
+      <template v-if="activeTab === 'datasets'">
+        <MfButton variant="primary" size="sm" block :disabled="!sourceCode" @click="emit('add-dataset')">
+          <Plus :size="14"/>
+          {{ $t('query.side.addDataset') }}
+        </MfButton>
+
+        <MfInput v-model="datasetKeyword" size="sm" :placeholder="$t('query.side.searchDataset')">
+          <template #prefix>
+            <Search :size="13"/>
+          </template>
+        </MfInput>
+
+        <div class="flex flex-col gap-2">
+          <div v-for="item in filteredDatasets"
+               :key="item.code"
+               class="group rounded-mf-md border border-line px-2.5 py-2 transition-[border-color,background-color] duration-(--mf-duration-fast) hover:border-line-strong hover:bg-surface-hover">
+            <div class="flex items-center gap-2">
+              <Database :size="14" class="shrink-0 text-content-tertiary"/>
+              <span class="min-w-0 flex-1 cursor-pointer truncate text-sm font-medium text-content" @click="emit('load-sql', item.query ?? '')">
+                {{ item.name }}
+              </span>
+              <MfTooltip :content="$t('query.side.loadAndRun')">
+                <button type="button"
+                        class="inline-flex size-6 shrink-0 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-active hover:text-primary"
+                        @click="emit('run-sql', item.query ?? '')">
+                  <Play :size="13"/>
+                </button>
+              </MfTooltip>
+              <MfDropdown trigger="click" placement="bottomRight">
+                <button type="button" class="inline-flex size-6 shrink-0 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-hover hover:text-content">
+                  <EllipsisVertical :size="14"/>
+                </button>
+                <template #overlay>
+                  <div class="flex flex-col">
+                    <button type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="onCopySql(item.query)">
+                      {{ $t('query.side.copySql') }}
+                    </button>
+                    <button v-if="item.code" type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="router.push(`/dataset/info/${ item.code }`)">
+                      {{ $t('query.side.openDetail') }}
+                    </button>
+                  </div>
+                </template>
+              </MfDropdown>
+            </div>
+            <div class="mt-1 truncate font-mono text-xs text-content-tertiary">{{ item.query }}</div>
+          </div>
+
+          <div v-if="!loadingDatasets && filteredDatasets.length === 0" class="py-6 text-center text-sm text-content-tertiary">
+            {{ $t('query.side.empty') }}
+          </div>
+        </div>
+      </template>
+
+      <template v-else-if="activeTab === 'snippets'">
+        <MfButton size="sm" block @click="emit('create-snippet')">
+          <Plus :size="14"/>
+          {{ $t('query.side.addSnippet') }}
+        </MfButton>
+
+        <MfInput v-model="snippetKeyword" size="sm" :placeholder="$t('query.side.searchSnippet')">
+          <template #prefix>
+            <Search :size="13"/>
+          </template>
+        </MfInput>
+
+        <div class="flex flex-col gap-2">
+          <div v-for="item in filteredSnippets"
+               :key="item.code"
+               class="group rounded-mf-md border border-line px-2.5 py-2 transition-[border-color,background-color] duration-(--mf-duration-fast) hover:border-line-strong hover:bg-surface-hover">
+            <div class="flex items-center gap-2">
+              <SquareDashedBottomCode :size="14" class="shrink-0 text-content-tertiary"/>
+              <span class="min-w-0 flex-1 cursor-pointer truncate text-sm font-medium text-content" @click="emit('load-sql', item.context ?? '')">
+                {{ item.name }}
+              </span>
+              <MfTooltip :content="$t('query.side.loadAndRun')">
+                <button type="button"
+                        class="inline-flex size-6 shrink-0 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-active hover:text-primary"
+                        @click="emit('run-sql', item.context ?? '')">
+                  <Play :size="13"/>
+                </button>
+              </MfTooltip>
+              <MfDropdown trigger="click" placement="bottomRight">
+                <button type="button" class="inline-flex size-6 shrink-0 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-hover hover:text-content">
+                  <EllipsisVertical :size="14"/>
+                </button>
+                <template #overlay>
+                  <div class="flex flex-col">
+                    <button type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="emit('edit-snippet', item)">
+                      {{ $t('query.side.edit') }}
+                    </button>
+                    <button type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="onCopySql(item.context)">
+                      {{ $t('query.side.copySql') }}
+                    </button>
+                  </div>
+                </template>
+              </MfDropdown>
+            </div>
+            <div class="mt-1 truncate font-mono text-xs text-content-tertiary">{{ item.context }}</div>
+          </div>
+
+          <div v-if="!loadingSnippets && filteredSnippets.length === 0" class="py-6 text-center text-sm text-content-tertiary">
+            {{ $t('query.side.empty') }}
+          </div>
+        </div>
+      </template>
+
+      <template v-else-if="activeTab === 'structure'">
+        <div v-if="!selectedTable" class="py-10 text-center text-sm text-content-tertiary">
+          {{ $t('query.side.structureTip') }}
+        </div>
+
+        <template v-else>
+          <div class="flex items-center gap-1.5 text-sm text-content-secondary">
+            <Table :size="14" class="text-content-tertiary"/>
+            <span class="truncate font-medium text-content">{{ selectedTable.database }}.{{ selectedTable.table }}</span>
+          </div>
+
+          <MfSkeleton v-if="loadingStructure" active class="mt-1"/>
+
+          <div v-else class="flex flex-col gap-1">
+            <div v-for="column in structureColumns"
+                 :key="column.object_name"
+                 class="flex cursor-pointer items-center gap-2 rounded-mf-md px-2 py-1.5 hover:bg-surface-hover"
+                 @click="onCopySql(column.object_name)">
+              <Columns3 :size="13" class="shrink-0 text-content-tertiary"/>
+              <span class="min-w-0 flex-1 truncate font-mono text-xs text-content">{{ column.object_name }}</span>
+              <MfTag size="sm">{{ column.type_name }}</MfTag>
+            </div>
+
+            <div v-if="structureColumns.length === 0" class="py-6 text-center text-sm text-content-tertiary">
+              {{ $t('query.side.empty') }}
+            </div>
+          </div>
+        </template>
+      </template>
+
+      <template v-else>
+        <MfInput v-model="historyKeyword" size="sm" :placeholder="$t('query.side.searchHistory')">
+          <template #prefix>
+            <Search :size="13"/>
+          </template>
+        </MfInput>
+
+        <div class="flex flex-col gap-2">
+          <div v-for="item in filteredHistories"
+               :key="item.code"
+               class="group cursor-pointer rounded-mf-md border border-line px-2.5 py-2 transition-[border-color,background-color] duration-(--mf-duration-fast) hover:border-line-strong hover:bg-surface-hover"
+               @click="emit('load-sql', item.content ?? '')">
+            <div class="flex items-center gap-2">
+              <span class="size-1.5 shrink-0 rounded-full" :class="item.state === 'SUCCESS' ? 'bg-success' : 'bg-danger'"></span>
+              <span class="min-w-0 flex-1 truncate font-mono text-xs text-content">{{ item.content }}</span>
+            </div>
+            <div class="mt-1 flex items-center gap-2 pl-3.5 text-xs text-content-tertiary">
+              <span>{{ item.createTime }}</span>
+              <span v-if="item.elapsed !== null && item.elapsed !== undefined">{{ item.elapsed }} ms</span>
+            </div>
+          </div>
+
+          <div v-if="!loadingHistories && filteredHistories.length === 0" class="py-6 text-center text-sm text-content-tertiary">
+            {{ $t('query.side.empty') }}
+          </div>
+        </div>
+      </template>
+    </div>
+  </div>
+</template>
+
+<script setup lang="ts">
+import { computed, ref, watch } from 'vue'
+import { useI18n } from 'vue-i18n'
+import { useRouter } from 'vue-router'
+import { MfMessage } from 'metaforge-ui'
+import {
+  Columns3,
+  Database,
+  EllipsisVertical,
+  Play,
+  Plus,
+  Search,
+  SquareDashedBottomCode,
+  Table
+} from '@lucide/vue'
+import DatasetService from '@/services/dataset'
+import SnippetService from '@/services/snippet'
+import AuditService from '@/services/audit'
+import MetadataService from '@/services/metadata.ts'
+import { FilterModel } from '@/model/filter.ts'
+import { DatasetModel } from '@/model/dataset'
+import { SnippetModel } from '@/model/snippet'
+import { HistoryModel } from '@/model/history'
+import { ObjectUtils } from '@/utils/object'
+
+defineOptions({ name: 'QuerySidePanel' })
+
+const props = withDefaults(defineProps<{
+  sourceCode?: string
+  selectedTable?: { database: string; table: string } | null
+  /** Incremented by the parent when snippet/dataset mutations happen elsewhere. */
+  refreshed?: number
+}>(), {
+  sourceCode: undefined,
+  selectedTable: null,
+  refreshed: 0
+})
+
+const emit = defineEmits<{
+  (e: 'run-sql', sql: string): void
+  (e: 'load-sql', sql: string): void
+  (e: 'add-dataset'): void
+  (e: 'create-snippet'): void
+  (e: 'edit-snippet', snippet: SnippetModel): void
+}>()
+
+const { t } = useI18n()
+const router = useRouter()
+
+const activeTab = ref<'datasets' | 'snippets' | 'structure' | 'history'>('datasets')
+
+const tabs = computed(() => [
+  { key: 'datasets' as const, label: t('common.dataset') },
+  { key: 'snippets' as const, label: t('common.snippet') },
+  { key: 'structure' as const, label: t('source.common.structure') },
+  { key: 'history' as const, label: t('common.history') }
+])
+
+const datasets = ref<DatasetModel[]>([])
+const snippets = ref<SnippetModel[]>([])
+const histories = ref<HistoryModel[]>([])
+const structureColumns = ref<any[]>([])
+
+const loadingDatasets = ref(false)
+const loadingSnippets = ref(false)
+const loadingHistories = ref(false)
+const loadingStructure = ref(false)
+
+const datasetKeyword = ref('')
+const snippetKeyword = ref('')
+const historyKeyword = ref('')
+
+const historyFilter: FilterModel = new FilterModel()
+historyFilter.size = 50
+
+const filteredDatasets = computed(() => filterList(datasets.value, datasetKeyword.value, ['name', 'query']))
+const filteredSnippets = computed(() => filterList(snippets.value, snippetKeyword.value, ['name', 'context']))
+const filteredHistories = computed(() => filterList(histories.value, historyKeyword.value, ['content']))
+
+const filterList = <T extends Record<string, any>>(list: T[], keyword: string, fields: string[]): T[] => {
+  const kw = keyword.trim().toLowerCase()
+  if (!kw) {
+    return list
+  }
+  return list.filter(item => fields.some(field => String(item[field] ?? '').toLowerCase().includes(kw)))
+}
+
+const handleInitialize = () => {
+  loadingDatasets.value = true
+  DatasetService.getAll(new FilterModel())
+                .then((response) => {
+                  if (response.status) {
+                    datasets.value = response.data.content ?? []
+                  }
+                })
+                .finally(() => (loadingDatasets.value = false))
+
+  loadingSnippets.value = true
+  SnippetService.getAll(new FilterModel())
+                .then((response) => {
+                  if (response.status) {
+                    snippets.value = response.data.content ?? []
+                  }
+                })
+                .finally(() => (loadingSnippets.value = false))
+
+  loadingHistories.value = true
+  AuditService.getAll(historyFilter)
+              .then((response) => {
+                if (response.status) {
+                  histories.value = response.data.content ?? []
+                }
+              })
+              .finally(() => (loadingHistories.value = false))
+}
+
+const loadStructure = () => {
+  if (!props.sourceCode || !props.selectedTable) {
+    structureColumns.value = []
+    return
+  }
+  loadingStructure.value = true
+  MetadataService.getColumnsByTable(props.sourceCode, props.selectedTable.database, props.selectedTable.table)
+                 .then((response) => {
+                   if (response.status && response.data && response.data.isSuccessful) {
+                     structureColumns.value = response.data.columns.filter((value: any) => value.type_name === 'column')
+                   }
+                   else {
+                     structureColumns.value = []
+                   }
+                 })
+                 .finally(() => (loadingStructure.value = false))
+}
+
+const onCopySql = (value?: string) => {
+  if (value) {
+    ObjectUtils.copy(value)
+    MfMessage.success(t('query.tip.copySuccess'))
+  }
+}
+
+watch(() => props.selectedTable, () => loadStructure())
+
+/** Reload the panel lists when the data source changes so structure/history stay relevant. */
+watch(() => props.sourceCode, () => handleInitialize())
+
+watch(() => props.refreshed, () => handleInitialize())
+
+handleInitialize()
+</script>
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
new file mode 100644
index 0000000000..7f55caa7f2
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
@@ -0,0 +1,164 @@
+<template>
+  <div class="p-3 pb-2">
+    <MfDropdown v-model:open="open" trigger="click" placement="bottomLeft">
+      <button type="button"
+              class="flex w-full items-center gap-2.5 rounded-mf-md border border-line bg-surface px-2.5 py-2 text-left transition-[border-color,background-color] duration-(--mf-duration-base) ease-(--mf-easing) hover:bg-surface-hover"
+              :class="open && 'border-primary'">
+        <span class="flex size-8 shrink-0 items-center justify-center rounded-mf-full bg-primary/10">
+          <Database :size="15" class="text-primary"/>
+        </span>
+
+        <span class="flex min-w-0 flex-1 flex-col gap-0.5">
+          <span class="truncate text-sm font-medium text-content">
+            {{ current?.name ?? $t('source.tip.selectSource') }}
+          </span>
+          <span v-if="current" class="truncate text-xs text-content-tertiary">
+            {{ current.type }}<template v-if="current.version"> {{ current.version }}</template> · {{ current.host }}:{{ current.port }}
+          </span>
+        </span>
+
+        <ChevronDown :size="15" class="shrink-0 text-content-tertiary transition-transform duration-(--mf-duration-base)" :class="open && 'rotate-180'"/>
+      </button>
+
+      <template #overlay>
+        <div class="flex w-72 flex-col gap-1.5">
+          <div class="px-1 pt-1">
+            <MfInput v-model="keyword" size="sm" :placeholder="$t('common.search')">
+              <template #prefix>
+                <Search :size="13"/>
+              </template>
+            </MfInput>
+          </div>
+
+          <div class="flex max-h-64 flex-col gap-1 overflow-y-auto px-1 pb-1" @scroll="onListScroll">
+            <template v-if="loading && options.length === 0">
+              <div class="flex items-center justify-center py-4">
+                <MfSpinner size="sm"/>
+              </div>
+            </template>
+            <template v-else-if="filteredOptions.length === 0">
+              <div class="py-4 text-center text-sm text-content-tertiary">{{ $t('query.tip.noSource') }}</div>
+            </template>
+            <button v-for="item in filteredOptions"
+                    :key="item.value"
+                    type="button"
+                    class="flex items-center gap-2 rounded-mf-md px-2 py-1.5 text-left transition-[background-color] duration-(--mf-duration-fast)"
+                    :class="item.value === modelValue ? 'bg-surface-active' : 'hover:bg-surface-hover'"
+                    @click="onSelect(item)">
+              <MfAvatar size="sm" :src="`/static/images/plugin/${ String(item.type).toLowerCase() }.svg`" :alt="item.type"/>
+              <span class="flex min-w-0 flex-1 flex-col">
+                <span class="truncate text-sm" :class="item.value === modelValue ? 'font-medium text-primary' : 'text-content'">{{ item.label }}</span>
+                <span class="truncate text-xs text-content-tertiary">
+                  {{ item.type }}<template v-if="item.version"> {{ item.version }}</template> · {{ item.host }}:{{ item.port }}
+                </span>
+              </span>
+              <Check v-if="item.value === modelValue" :size="14" class="shrink-0 text-primary"/>
+            </button>
+          </div>
+        </div>
+      </template>
+    </MfDropdown>
+  </div>
+</template>
+
+<script setup lang="ts">
+import { computed, ref } from 'vue'
+import { Check, ChevronDown, Database, Search } from '@lucide/vue'
+import SourceService from '@/services/source'
+import { FilterModel } from '@/model/filter.ts'
+
+defineOptions({ name: 'QuerySourcePicker' })
+
+const props = defineProps<{ modelValue?: string | null }>()
+
+const emit = defineEmits<{
+  (e: 'update:modelValue', value: string): void
+  (e: 'change', value: string): void
+}>()
+
+interface SourceOption
+{
+  label: string
+  value: string
+  name: string
+  type: string
+  version?: string
+  host?: string
+  port?: number
+}
+
+const open = ref(false)
+const keyword = ref('')
+const options = ref<SourceOption[]>([])
+const loading = ref(false)
+const pageIndex = ref(1)
+const pageTotal = ref(1)
+
+const filter: FilterModel = new FilterModel()
+filter.size = 100
+
+const current = computed(() => options.value.find(item => item.value === props.modelValue))
+
+const filteredOptions = computed(() => {
+  const kw = keyword.value.trim().toLowerCase()
+  if (!kw) {
+    return options.value
+  }
+  return options.value.filter(item => item.label.toLowerCase().includes(kw))
+})
+
+const mapOption = (item: any): SourceOption => ({
+  ...item,
+  label: item.name,
+  value: `${ item.id }:${ item.type }:${ item.code }`
+})
+
+const handleInitialize = () => {
+  loading.value = true
+  SourceService.getAll(filter)
+               .then((response) => {
+                 if (response.status) {
+                   options.value = response.data.content.map(mapOption)
+                   pageTotal.value = response.data.totalPage
+                   pageIndex.value = response.data.page
+                 }
+               })
+               .finally(() => (loading.value = false))
+}
+
+const loadMoreData = async () => {
+  if (loading.value || pageIndex.value >= pageTotal.value) {
+    return
+  }
+  loading.value = true
+  filter.page = pageIndex.value + 1
+  try {
+    const response = await SourceService.getAll(filter)
+    if (response.status) {
+      const more = response.data.content.map(mapOption)
+      options.value = [...options.value, ...more]
+      pageTotal.value = response.data.totalPage
+      pageIndex.value = response.data.page
+    }
+  }
+  finally {
+    loading.value = false
+  }
+}
+
+const onListScroll = (event: Event) => {
+  const target = event.target as HTMLElement
+  if (target.scrollTop + target.offsetHeight >= target.scrollHeight - 10) {
+    loadMoreData()
+  }
+}
+
+const onSelect = (item: SourceOption) => {
+  open.value = false
+  keyword.value = ''
+  emit('update:modelValue', item.value)
+  emit('change', item.value)
+}
+
+handleInitialize()
+</script>

From 8b29ada07df01906663df69099697b3b15f0edbe Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 15:28:39 -0400
Subject: [PATCH 05/56] feat(query): add editor settings dropdown and cmd+enter
 to run

- font size and ace theme chips persist through the existing
  changeEditorConfigure user API and remount the editor live
- cmd/ctrl+enter executes the active editor like the toolbar button
---
 .../etc/conf/i18n/messages_en.properties      |  1 +
 .../etc/conf/i18n/messages_zh-cn.properties   |  1 +
 .../src/views/pages/admin/query/QueryHome.vue | 94 ++++++++++++++++++-
 3 files changed, 95 insertions(+), 1 deletion(-)

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index dbb668c187..6c1d41dc32 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1050,3 +1050,4 @@ query.side.openDetail=Open details
 query.side.edit=Edit
 query.side.empty=Nothing here yet
 query.side.structureTip=Select a table on the left to view its columns
+query.tip.editorSettings=Editor settings
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index 482c5df72f..20dfdcdeac 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1051,3 +1051,4 @@ query.side.openDetail=\u67e5\u770b\u8be6\u60c5
 query.side.edit=\u7f16\u8f91
 query.side.empty=\u6682\u65e0\u5185\u5bb9
 query.side.structureTip=\u5728\u5de6\u4fa7\u9009\u62e9\u8868\u540e\u67e5\u770b\u5b57\u6bb5
+query.tip.editorSettings=\u7f16\u8f91\u5668\u8bbe\u7f6e
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index bb94fe3187..2ab3c89ef8 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -132,6 +132,45 @@
               </span>
             </MfTooltip>
 
+            <MfDropdown trigger="click" placement="bottomRight">
+              <MfTooltip :content="$t('query.tip.editorSettings')">
+                <MfButton variant="ghost" size="sm" shape="circle">
+                  <Settings :size="15"/>
+                </MfButton>
+              </MfTooltip>
+              <template #overlay>
+                <div class="flex w-64 flex-col gap-3 p-1.5">
+                  <div class="flex flex-col gap-1.5">
+                    <div class="text-xs font-medium text-content-tertiary">{{ $t('user.common.fontSize') }}</div>
+                    <div class="flex items-center gap-1">
+                      <button v-for="size in fontSizeOptions"
+                              :key="size"
+                              type="button"
+                              class="rounded-mf-md border px-2 py-1 text-xs transition-[color,border-color,background-color] duration-(--mf-duration-fast)"
+                              :class="editorConfigure.fontSize === size ? 'border-primary bg-primary/10 font-medium text-primary' : 'border-line text-content-secondary hover:bg-surface-hover hover:text-content'"
+                              @click="onFontSizeSelect(size)">
+                        {{ size }}
+                      </button>
+                    </div>
+                  </div>
+
+                  <div class="flex flex-col gap-1.5">
+                    <div class="text-xs font-medium text-content-tertiary">{{ $t('user.common.theme') }}</div>
+                    <div class="flex flex-wrap items-center gap-1">
+                      <button v-for="theme in themeOptions"
+                              :key="theme"
+                              type="button"
+                              class="rounded-mf-md border px-2 py-1 text-xs transition-[color,border-color,background-color] duration-(--mf-duration-fast)"
+                              :class="editorConfigure.theme === theme ? 'border-primary bg-primary/10 font-medium text-primary' : 'border-line text-content-secondary hover:bg-surface-hover hover:text-content'"
+                              @click="onThemeSelect(theme)">
+                        {{ theme }}
+                      </button>
+                    </div>
+                  </div>
+                </div>
+              </template>
+            </MfDropdown>
+
             <MfTooltip :content="focusMode ? $t('query.tip.exitFocus') : $t('query.tip.focus')">
               <MfButton variant="ghost" size="sm" shape="circle" @click="focusMode = !focusMode">
                 <Minimize2 v-if="focusMode" :size="15"/>
@@ -147,6 +186,7 @@
           </div>
 
           <AceEditor v-else
+                     :key="`ace-configure-${ editorConfigureKey }`"
                      :value="activeEditorInstance?.content ?? ''"
                      height="100%"
                      @update:value="onEditorInput"
@@ -215,9 +255,10 @@
 import { computed, onBeforeUnmount, onMounted, reactive, ref } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { MfMessage } from 'metaforge-ui'
-import { Bot, ChevronDown, Clock, Eraser, Maximize2, Minimize2, Play, Plus, Save, Search, Trash2, X } from '@lucide/vue'
+import { Bot, ChevronDown, Clock, Eraser, Maximize2, Minimize2, Play, Plus, Save, Search, Settings, Trash2, X } from '@lucide/vue'
 import SnippetService from '@/services/snippet'
 import AuditService from '@/services/audit'
+import UserService from '@/services/user'
 import { ExecuteModel } from '@/model/execute'
 import ExecuteService from '@/services/execute'
 import { ResponseModel } from '@/model/response'
@@ -230,8 +271,10 @@ import QuerySidePanel from '@/views/pages/admin/query/QuerySidePanel.vue'
 import MetadataTree from '@/views/components/tree/MetadataTree.vue'
 import AceEditor from '@/views/components/editor/AceEditor.vue'
 import { SnippetModel, SnippetRequest } from '@/model/snippet'
+import { UserEditor } from '@/model/user'
 import SnippetInfo from '@/views/pages/admin/snippet/SnippetInfo.vue'
 import { TokenUtils } from '@/utils/token.ts'
+import Common from '@/utils/common'
 import axios from 'axios'
 
 interface EditorInstance
@@ -254,6 +297,11 @@ const selectedTable = ref<{ database: string; table: string } | null>(null)
 const sidePanelRefresh = ref(0)
 let editorSequence = 0
 
+const editorConfigure = reactive<UserEditor>({ fontSize: 12, theme: 'chrome' })
+const editorConfigureKey = ref(0)
+const fontSizeOptions = [12, 13, 14, 16, 18]
+const themeOptions = ['chrome', 'sqlserver', 'github', 'eclipse', 'dreamweaver', 'cloud9_day']
+
 const loading = reactive({
   running: false,
   formatting: false,
@@ -496,10 +544,54 @@ const onSearchHotkey = (event: KeyboardEvent) => {
     event.preventDefault()
     treeSearchRef.value?.focus()
   }
+  else if ((event.metaKey || event.ctrlKey) && event.key === 'Enter') {
+    event.preventDefault()
+    if (selectSource.id && !loading.running) {
+      onRun()
+    }
+  }
+}
+
+const loadEditorConfigure = () => {
+  try {
+    const raw = localStorage.getItem(Common.userEditorConfigure)
+    if (raw) {
+      const parsed = JSON.parse(raw) as UserEditor
+      if (parsed.fontSize) {
+        editorConfigure.fontSize = parsed.fontSize
+      }
+      if (parsed.theme) {
+        editorConfigure.theme = parsed.theme
+      }
+    }
+  }
+  catch {
+    editorConfigure.fontSize = 12
+    editorConfigure.theme = 'chrome'
+  }
+}
+
+const onFontSizeSelect = (size: number) => {
+  editorConfigure.fontSize = size
+  persistEditorConfigure()
+}
+
+const onThemeSelect = (theme: string) => {
+  editorConfigure.theme = theme
+  persistEditorConfigure()
+}
+
+/** Persist through the backend user editor API and remount the editor to apply. */
+const persistEditorConfigure = () => {
+  const configure: UserEditor = { fontSize: editorConfigure.fontSize, theme: editorConfigure.theme }
+  localStorage.setItem(Common.userEditorConfigure, JSON.stringify(configure))
+  UserService.changeEditor(configure)
+  editorConfigureKey.value += 1
 }
 
 onMounted(() => window.addEventListener('keydown', onSearchHotkey))
 onBeforeUnmount(() => window.removeEventListener('keydown', onSearchHotkey))
 
+loadEditorConfigure()
 handlerInitialize()
 </script>

From 5c5992ae3a09576ad48518b2ff1bab0e39e0172a Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 15:55:32 -0400
Subject: [PATCH 06/56] fix(web): build metadata api client per call to keep
 auth header

The metadata service imported the shared HttpUtils singleton, which
captures the authorization header once at module load. Requests fired
after a fresh SPA sign-in (no full page reload) went out without the
bearer token and failed with 4003. Instantiate the client per call
like every other service.
---
 core/metaforge-web/src/services/metadata.ts | 44 ++++++++++-----------
 1 file changed, 22 insertions(+), 22 deletions(-)

diff --git a/core/metaforge-web/src/services/metadata.ts b/core/metaforge-web/src/services/metadata.ts
index e28d29a491..7221266cdc 100644
--- a/core/metaforge-web/src/services/metadata.ts
+++ b/core/metaforge-web/src/services/metadata.ts
@@ -1,6 +1,6 @@
 import { BaseService } from '@/services/base'
 import { ResponseModel } from '@/model/response'
-import HttpUtils from '@/utils/http'
+import { HttpUtils } from '@/utils/http'
 
 const DEFAULT_PATH = '/api/v1/metadata'
 
@@ -14,107 +14,107 @@ class MetadataService
 
     getEngines(code: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/engines`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/engines`)
     }
 
     getDataTypes(code: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/data-types`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/data-types`)
     }
 
     getDatabaseBySource(code: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/databases`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/databases`)
     }
 
     getTablesByDatabase(code: string, database: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/${ database }/tables`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/${ database }/tables`)
     }
 
     getColumnsByTable(code: string, database: string, table: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/columns`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/columns`)
     }
 
     getDatabase(code: string, database: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/${ database }`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/${ database }`)
     }
 
     getTable(code: string, database: string, table: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }`)
     }
 
     getTableStatement(code: string, database: string, table: string): Promise<ResponseModel>
     {
-        return HttpUtils.get(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/statement`)
+        return new HttpUtils().get(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/statement`)
     }
 
     updateAutoIncrement(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.put(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/auto-increment`, configure)
+        return new HttpUtils().put(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/auto-increment`, configure)
     }
 
     createTable(code: string, database: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.post(`${ DEFAULT_PATH }/${ code }/${ database }/create-table`, configure)
+        return new HttpUtils().post(`${ DEFAULT_PATH }/${ code }/${ database }/create-table`, configure)
     }
 
     dropTable(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/drop-table`, configure)
+        return new HttpUtils().delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/drop-table`, configure)
     }
 
     truncateTable(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/truncate-table`, configure)
+        return new HttpUtils().delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/truncate-table`, configure)
     }
 
     queryTable(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/query-table`, configure)
+        return new HttpUtils().post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/query-table`, configure)
     }
 
     deleteData(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/delete-data`, configure)
+        return new HttpUtils().delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/delete-data`, configure)
     }
 
     updateData(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.put(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/update-data`, configure)
+        return new HttpUtils().put(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/update-data`, configure)
     }
 
     exportData(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/export-data`, configure)
+        return new HttpUtils().post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/export-data`, configure)
     }
 
     createColumn(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/create-column`, configure)
+        return new HttpUtils().post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/create-column`, configure)
     }
 
     dropColumn(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/drop-column`, configure)
+        return new HttpUtils().delete(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/drop-column`, configure)
     }
 
     getColumn(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/get-column`, configure)
+        return new HttpUtils().post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/get-column`, configure)
     }
 
     changeColumn(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.put(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/change-column`, configure)
+        return new HttpUtils().put(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/change-column`, configure)
     }
 
     insertData(code: string, database: string, table: string, configure: any): Promise<ResponseModel>
     {
-        return HttpUtils.post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/insert-data`, configure)
+        return new HttpUtils().post(`${ DEFAULT_PATH }/${ code }/${ database }/${ table }/insert-data`, configure)
     }
 }
 

From a6e267a751e37c42aa40ba4346150813238210c7 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 15:55:32 -0400
Subject: [PATCH 07/56] feat(query): add query plan execution for supported
 engines

- expose POST /api/v1/execute/plan wrapping the editor SQL into the
  EXPLAIN statement of the referenced engine (EXPLAIN PLAN FOR on H2)
- engines without plan support answer with a failure response
- add a query plan toolbar button; plan rows render in the result grid
  while the editor keeps the original SQL, failures land in messages
- audit the plan run through the same plugin audit aspect
---
 .../etc/conf/i18n/messages_en.properties      |  1 +
 .../etc/conf/i18n/messages_zh-cn.properties   |  1 +
 .../controller/user/ExecuteController.java    |  6 +++
 .../service/service/ExecuteService.java       | 10 ++++
 .../service/impl/ExecuteServiceImpl.java      | 53 +++++++++++++++++++
 core/metaforge-web/src/services/execute.ts    | 11 ++++
 .../src/views/pages/admin/query/QueryHome.vue | 42 ++++++++++++++-
 7 files changed, 122 insertions(+), 2 deletions(-)

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index 6c1d41dc32..a0366268ab 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1051,3 +1051,4 @@ query.side.edit=Edit
 query.side.empty=Nothing here yet
 query.side.structureTip=Select a table on the left to view its columns
 query.tip.editorSettings=Editor settings
+query.common.plan=Query Plan
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index 20dfdcdeac..0126db5950 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1052,3 +1052,4 @@ query.side.edit=\u7f16\u8f91
 query.side.empty=\u6682\u65e0\u5185\u5bb9
 query.side.structureTip=\u5728\u5de6\u4fa7\u9009\u62e9\u8868\u540e\u67e5\u770b\u5b57\u6bb5
 query.tip.editorSettings=\u7f16\u8f91\u5668\u8bbe\u7f6e
+query.common.plan=\u67e5\u8be2\u8ba1\u5212
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/user/ExecuteController.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/user/ExecuteController.java
index dfd675a1e1..4165c9c2a6 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/user/ExecuteController.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/user/ExecuteController.java
@@ -27,6 +27,12 @@ public CommonResponse<Object> execute(@RequestBody ExecuteEntity configure)
         return this.executeService.execute(configure);
     }
 
+    @PostMapping(value = {"plan"}, produces = {MediaType.APPLICATION_JSON_VALUE})
+    public CommonResponse<Object> plan(@RequestBody ExecuteEntity configure)
+    {
+        return this.executeService.plan(configure);
+    }
+
     @PostMapping(value = {"dsl"})
     public CommonResponse<Object> executeDsl(@RequestBody ExecuteDslBody configure)
     {
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/ExecuteService.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/ExecuteService.java
index 5d0a4516f9..2fff60fe8f 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/ExecuteService.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/ExecuteService.java
@@ -9,4 +9,14 @@ public interface ExecuteService
     CommonResponse<Object> execute(ExecuteEntity configure);
 
     CommonResponse<Object> execute(ExecuteDslBody configure);
+
+    /**
+     * Executes the query plan (EXPLAIN) of the given configuration against the
+     * referenced source. Engines without a supported plan statement answer with
+     * a failure response instead of being executed.
+     *
+     * @param configure the execution configuration carrying the source code and SQL
+     * @return the plugin response holding the plan rows
+     */
+    CommonResponse<Object> plan(ExecuteEntity configure);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java
index 353ce279fb..a0e82724ad 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java
@@ -22,6 +22,8 @@
 import org.springframework.stereotype.Service;
 
 import java.io.File;
+import java.util.Locale;
+import java.util.Set;
 
 @Slf4j
 @Service
@@ -29,6 +31,19 @@
 public class ExecuteServiceImpl
         implements ExecuteService
 {
+    /**
+     * Engines accepting a plain {@code EXPLAIN} prefix, matched on the normalized
+     * (lowercase, alphanumeric only) plugin type.
+     */
+    private static final Set<String> PLAN_DIRECT_ENGINES = Set.of(
+            "mysql", "doris", "starrocks", "oceanbase", "postgresql", "timescaledb",
+            "paradedb", "trino", "presto", "clickhouse", "hive", "hive2x", "impala",
+            "duckdb", "kylin", "kyuubi", "greptimedb", "ceresdb", "matrixone",
+            "hologres", "ignite", "dremio");
+
+    /** Engines requiring the {@code EXPLAIN PLAN FOR} statement instead. */
+    private static final Set<String> PLAN_FOR_ENGINES = Set.of("h2", "h2tcp");
+
     private final SourceRepository sourceRepository;
     private final Environment environment;
     private final PluginManager pluginManager;
@@ -49,6 +64,44 @@ public CommonResponse<Object> execute(ExecuteEntity configure)
                 .orElse(CommonResponse.failure(ServiceState.SOURCE_NOT_FOUND));
     }
 
+    @AuditPlugin
+    @Override
+    public CommonResponse<Object> plan(ExecuteEntity configure)
+    {
+        return sourceRepository.findByCode(configure.getName())
+                .map(entity -> handlePlanSourceEntity(entity, configure.getContent()))
+                .orElse(CommonResponse.failure(ServiceState.SOURCE_NOT_FOUND));
+    }
+
+    /**
+     * 处理查询计划请求，把 SQL 包装成当前引擎支持的 EXPLAIN 语句
+     * Handle a query plan request by wrapping the SQL into the EXPLAIN
+     * statement of the referenced engine
+     *
+     * @param entity {@link SourceEntity} 源实体配置 / Source entity configuration
+     * @param content SQL语句 / SQL statement
+     * @return 插件执行结果 / Plugin execution result
+     */
+    private CommonResponse<Object> handlePlanSourceEntity(SourceEntity entity, String content)
+    {
+        String type = StringUtils.defaultString(entity.getType()).toLowerCase(Locale.ROOT).replaceAll("[^a-z0-9]", "");
+        String prefix;
+        if (PLAN_DIRECT_ENGINES.contains(type)) {
+            prefix = "EXPLAIN ";
+        }
+        else if (PLAN_FOR_ENGINES.contains(type)) {
+            prefix = "EXPLAIN PLAN FOR ";
+        }
+        else {
+            return CommonResponse.failure(ServiceState.PLUGIN_EXECUTE_FAILED, "Engine [" + entity.getType() + "] does not support query plan");
+        }
+        String statement = StringUtils.stripEnd(StringUtils.trimToEmpty(content), "; \n\r\t");
+        if (StringUtils.isEmpty(statement)) {
+            return CommonResponse.failure(ServiceState.PLUGIN_EXECUTE_FAILED, "Query plan requires a SQL statement");
+        }
+        return handleSourceEntity(entity, prefix + statement);
+    }
+
     /**
      * 处理源实体
      * Handle source entity
diff --git a/core/metaforge-web/src/services/execute.ts b/core/metaforge-web/src/services/execute.ts
index 06ba5e9a31..2b682e6314 100644
--- a/core/metaforge-web/src/services/execute.ts
+++ b/core/metaforge-web/src/services/execute.ts
@@ -24,6 +24,17 @@ export class ExecuteService
     {
         return new HttpUtils().post(`${DEFAULT_PATH}`, JSON.stringify(configure), cancelToken)
     }
+
+    /**
+     * Requests the query plan (EXPLAIN) of the given configuration.
+     *
+     * @param {ExecuteModel} configure - the configuration carrying the source code and SQL
+     * @return {Promise<ResponseModel>} a Promise that resolves to the plan response
+     */
+    plan(configure: ExecuteModel): Promise<ResponseModel>
+    {
+        return new HttpUtils().post(`${DEFAULT_PATH}/plan`, JSON.stringify(configure))
+    }
 }
 
 export default new ExecuteService()
\ No newline at end of file
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index 2ab3c89ef8..4508553f14 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -106,6 +106,13 @@
             {{ $t('common.save') }}
           </MfButton>
 
+          <MfButton :loading="loading.planning"
+                    :disabled="(!selectSource.id && !loading.planning) || loading.running || loading.planning"
+                    @click="onRunPlan()">
+            <ListTree :size="15"/>
+            {{ $t('query.common.plan') }}
+          </MfButton>
+
           <MfButton v-if="selectSource.id && (responseConfigure.response?.data || !responseConfigure.response?.status)"
                     @click="visibleQueryHelp(true)">
             <Bot :size="15"/>
@@ -213,7 +220,7 @@
 
       <div class="flex min-h-0 flex-1 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
         <QueryResultPanel :response="responseConfigure.response"
-                          :running="loading.running"
+                          :running="loading.running || loading.planning"
                           :source-id="selectSource.id as unknown as number"
                           :source-code="(selectSource.code as string)"
                           :query="responseConfigure.query"
@@ -255,7 +262,7 @@
 import { computed, onBeforeUnmount, onMounted, reactive, ref } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { MfMessage } from 'metaforge-ui'
-import { Bot, ChevronDown, Clock, Eraser, Maximize2, Minimize2, Play, Plus, Save, Search, Settings, Trash2, X } from '@lucide/vue'
+import { Bot, ChevronDown, Clock, Eraser, ListTree, Maximize2, Minimize2, Play, Plus, Save, Search, Settings, Trash2, X } from '@lucide/vue'
 import SnippetService from '@/services/snippet'
 import AuditService from '@/services/audit'
 import UserService from '@/services/user'
@@ -305,6 +312,7 @@ const themeOptions = ['chrome', 'sqlserver', 'github', 'eclipse', 'dreamweaver',
 const loading = reactive({
   running: false,
   formatting: false,
+  planning: false,
   froming: false
 })
 const visibility = reactive({
@@ -473,6 +481,36 @@ const onCancel = () => {
   loading.running = false
 }
 
+const onRunPlan = () => {
+  responseConfigure.response = null
+  responseConfigure.message = null
+  responseConfigure.query = ''
+  queryConfigure.queryType = [HelpType.ANALYSIS, HelpType.OPTIMIZE]
+  queryConfigure.configure!.name = selectSource.code as string
+  const editor = editors.value[activeEditor.value as string]
+  queryConfigure.configure!.content = editor.content
+
+  // The editor keeps the user SQL; the plan rows render in the result grid.
+  loading.planning = true
+  ExecuteService.plan(queryConfigure.configure!)
+                .then((response) => {
+                  responseConfigure.query = editor.content
+                  if (response.status) {
+                    responseConfigure.response = response
+                  }
+                  else {
+                    MfMessage.error(response.message)
+                    responseConfigure.message = response.message
+                    responseConfigure.response = response
+                    queryConfigure.queryType.push(HelpType.FIXEDBUGS)
+                  }
+                })
+                .finally(() => {
+                  loading.planning = false
+                  sidePanelRefresh.value += 1
+                })
+}
+
 const onFormat = () => {
   loading.formatting = true
 

From 2e608ce738cbc8cdbd315ddb07e11dace85da5ea Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 16:05:27 -0400
Subject: [PATCH 08/56] feat(query): resizable console panes with persisted
 layout

- drag handles between the tree, editor and side panel resize panes
  within safe bounds; the editor/result split stores a ratio
- the layout persists in local storage and survives reloads
---
 .../src/views/pages/admin/query/QueryHome.vue | 87 +++++++++++++++++--
 1 file changed, 82 insertions(+), 5 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index 4508553f14..194c0e44e5 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -1,7 +1,8 @@
 <template>
-  <div class="flex h-full min-h-0 gap-3">
+  <div class="flex h-full min-h-0">
     <aside v-show="!focusMode"
-           class="flex w-[280px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+           :style="{ width: leftWidth + 'px' }"
+           class="flex shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
       <QuerySourcePicker v-model="selectSource.full as string" @change="onChange($event)"/>
 
       <div class="border-t border-line px-3 py-2.5">
@@ -28,8 +29,13 @@
       </div>
     </aside>
 
-    <section class="flex min-w-0 flex-1 flex-col gap-3">
-      <div class="flex h-[42%] max-h-[520px] min-h-[260px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+    <div v-show="!focusMode"
+         class="mx-1 w-2 shrink-0 cursor-col-resize rounded-mf-full transition-[background-color] duration-(--mf-duration-fast) hover:bg-primary/15"
+         @pointerdown="startResize('left', $event)"></div>
+
+    <section ref="centerRef" class="flex min-w-0 flex-1 flex-col">
+      <div :style="{ height: editorHeight }"
+           class="flex max-h-[70%] min-h-[220px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
         <div class="flex shrink-0 items-center border-b border-line pl-2 pr-1.5">
           <button v-for="item in Object.values(editors)"
                   :key="item.key"
@@ -218,6 +224,9 @@
         </div>
       </div>
 
+      <div class="my-1 h-2 w-full shrink-0 cursor-row-resize rounded-mf-full transition-[background-color] duration-(--mf-duration-fast) hover:bg-primary/15"
+           @pointerdown="startResize('editor', $event)"></div>
+
       <div class="flex min-h-0 flex-1 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
         <QueryResultPanel :response="responseConfigure.response"
                           :running="loading.running || loading.planning"
@@ -229,8 +238,13 @@
       </div>
     </section>
 
+    <div v-show="!focusMode"
+         class="mx-1 w-2 shrink-0 cursor-col-resize rounded-mf-full transition-[background-color] duration-(--mf-duration-fast) hover:bg-primary/15"
+         @pointerdown="startResize('right', $event)"></div>
+
     <aside v-show="!focusMode"
-           class="flex w-[320px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
+           :style="{ width: rightWidth + 'px' }"
+           class="flex shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
       <QuerySidePanel :source-code="(selectSource.code as string)"
                       :selected-table="selectedTable"
                       :refreshed="sidePanelRefresh"
@@ -304,6 +318,68 @@ const selectedTable = ref<{ database: string; table: string } | null>(null)
 const sidePanelRefresh = ref(0)
 let editorSequence = 0
 
+const centerRef = ref<HTMLElement | null>(null)
+const leftWidth = ref(280)
+const rightWidth = ref(320)
+const editorRatio = ref(0.42)
+const editorHeight = computed(() => `${ Math.round(editorRatio.value * 1000) / 10 }%`)
+
+const LAYOUT_KEY = 'MetaForgeQueryLayout'
+
+const loadLayout = () => {
+  try {
+    const raw = localStorage.getItem(LAYOUT_KEY)
+    if (!raw) {
+      return
+    }
+    const layout = JSON.parse(raw)
+    if (layout.leftWidth) {
+      leftWidth.value = layout.leftWidth
+    }
+    if (layout.rightWidth) {
+      rightWidth.value = layout.rightWidth
+    }
+    if (layout.editorRatio) {
+      editorRatio.value = layout.editorRatio
+    }
+  }
+  catch {
+    // Keep defaults when the stored layout is unreadable.
+  }
+}
+
+type ResizeKind = 'left' | 'right' | 'editor'
+
+const startResize = (kind: ResizeKind, event: PointerEvent) => {
+  event.preventDefault()
+  const start = kind === 'editor'
+    ? { startY: event.clientY, startRatio: editorRatio.value }
+    : { startX: event.clientX, startWidth: kind === 'left' ? leftWidth.value : rightWidth.value }
+
+  const onMove = (moveEvent: PointerEvent) => {
+    if (kind === 'editor') {
+      const container = centerRef.value?.clientHeight ?? 1
+      const delta = (moveEvent.clientY - start.startY) / container
+      editorRatio.value = Math.min(0.7, Math.max(0.2, start.startRatio + delta))
+    }
+    else if (kind === 'left') {
+      leftWidth.value = Math.min(420, Math.max(240, start.startWidth + (moveEvent.clientX - start.startX)))
+    }
+    else {
+      rightWidth.value = Math.min(420, Math.max(240, start.startWidth - (moveEvent.clientX - start.startX)))
+    }
+  }
+  const onUp = () => {
+    document.documentElement.style.userSelect = ''
+    window.removeEventListener('pointermove', onMove)
+    window.removeEventListener('pointerup', onUp)
+    localStorage.setItem(LAYOUT_KEY, JSON.stringify({ leftWidth: leftWidth.value, rightWidth: rightWidth.value, editorRatio: editorRatio.value }))
+  }
+  document.documentElement.style.userSelect = 'none'
+  window.addEventListener('pointermove', onMove)
+  window.addEventListener('pointerup', onUp)
+}
+
 const editorConfigure = reactive<UserEditor>({ fontSize: 12, theme: 'chrome' })
 const editorConfigureKey = ref(0)
 const fontSizeOptions = [12, 13, 14, 16, 18]
@@ -630,6 +706,7 @@ const persistEditorConfigure = () => {
 onMounted(() => window.addEventListener('keydown', onSearchHotkey))
 onBeforeUnmount(() => window.removeEventListener('keydown', onSearchHotkey))
 
+loadLayout()
 loadEditorConfigure()
 handlerInitialize()
 </script>

From 2d9c684ea88c0dc31fbf0b1093be0644aff3dc48 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 16:06:01 -0400
Subject: [PATCH 09/56] feat(query): run the selected SQL from the execute menu

- the ace wrapper emits the editor instance on mount
- execute menu gains execute-selection, falling back to the whole
  statement when nothing is selected; selection runs keep the editor
  content instead of applying the response SQL
---
 .../src/views/components/editor/AceEditor.vue |  3 +-
 .../src/views/pages/admin/query/QueryHome.vue | 36 ++++++++++++++++---
 2 files changed, 33 insertions(+), 6 deletions(-)

diff --git a/core/metaforge-web/src/views/components/editor/AceEditor.vue b/core/metaforge-web/src/views/components/editor/AceEditor.vue
index bb5891b81b..31d6971cdd 100644
--- a/core/metaforge-web/src/views/components/editor/AceEditor.vue
+++ b/core/metaforge-web/src/views/components/editor/AceEditor.vue
@@ -57,7 +57,7 @@ export default defineComponent({
       default: undefined
     }
   },
-  emits: ['update:value'],
+  emits: ['update:value', 'created'],
   setup(props, { emit })
   {
     const key = Date.now().toString()
@@ -97,6 +97,7 @@ export default defineComponent({
   methods: {
     handlerEditorDidMount(editor: Editor, _language: string)
     {
+      this.$emit('created', editor)
       try {
         langTools.addCompleter({
           // @ts-ignore
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index 194c0e44e5..85b86670f6 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -87,6 +87,12 @@
                           @click="onCancel()">
                     {{ $t('common.cancel') }}
                   </button>
+
+                  <button type="button"
+                          class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content"
+                          @click="onRunSelection()">
+                    {{ $t('query.common.executeSelection') }}
+                  </button>
                 </div>
               </template>
             </MfDropdown>
@@ -202,6 +208,7 @@
                      :key="`ace-configure-${ editorConfigureKey }`"
                      :value="activeEditorInstance?.content ?? ''"
                      height="100%"
+                     @created="onEditorCreated"
                      @update:value="onEditorInput"
                      :auto-complete="{
                          endpoint: () => `${ baseUrl ? baseUrl : '' }/api/v1/metadata/${ selectSource.code }/suggests`,
@@ -318,6 +325,11 @@ const selectedTable = ref<{ database: string; table: string } | null>(null)
 const sidePanelRefresh = ref(0)
 let editorSequence = 0
 
+let aceEditorInstance: any = null
+const onEditorCreated = (editor: any) => {
+  aceEditorInstance = editor
+}
+
 const centerRef = ref<HTMLElement | null>(null)
 const leftWidth = ref(280)
 const rightWidth = ref(320)
@@ -521,28 +533,42 @@ const onClearEditor = () => {
 }
 
 const onRun = () => {
+  const editor = editors.value[activeEditor.value as string]
+  runContent(editor.content, true)
+}
+
+const onRunSelection = () => {
+  const editor = editors.value[activeEditor.value as string]
+  const selected = (aceEditorInstance?.getSelectedText?.() ?? '').trim()
+  // Selection runs keep the editor untouched; fall back to the whole SQL.
+  runContent(selected.length > 0 ? selected : editor.content, false)
+}
+
+const runContent = (sql: string, syncEditorFromResponse: boolean) => {
   responseConfigure.response = null
   responseConfigure.message = null
   responseConfigure.query = ''
   queryConfigure.queryType = [HelpType.ANALYSIS, HelpType.OPTIMIZE]
   queryConfigure.cancelToken = axios.CancelToken.source()
   queryConfigure.configure!.name = selectSource.code as string
-  const editor = editors.value[activeEditor.value as string]
-  queryConfigure.configure!.content = editor.content
+  queryConfigure.configure!.content = sql
 
   loading.running = true
   ExecuteService.execute(queryConfigure.configure!, queryConfigure.cancelToken.token)
                 .then((response) => {
                   if (response.status) {
                     responseConfigure.response = response
-                    responseConfigure.query = editor.content
-                    editor.content = response.data.content
+                    responseConfigure.query = sql
+                    if (syncEditorFromResponse) {
+                      const editor = editors.value[activeEditor.value as string]
+                      editor.content = response.data.content
+                    }
                   }
                   else {
                     MfMessage.error(response.message)
                     responseConfigure.message = response.message
                     responseConfigure.response = response
-                    responseConfigure.query = editor.content
+                    responseConfigure.query = sql
                     queryConfigure.queryType.push(HelpType.FIXEDBUGS)
                   }
                 })

From f068659f316252f84f3670c464ff1635573393bb Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 16:12:03 -0400
Subject: [PATCH 10/56] feat(query): stretch sparse result columns to fill the
 grid

Result sets with ten columns or fewer now size columns to the grid
width after the first render, matching the prototype; wider results
keep natural widths and scroll horizontally
---
 .../pages/admin/query/QueryResultPanel.vue      | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
index 8ad5ca1d19..4c91ed065d 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
@@ -83,6 +83,7 @@
                      :rowData="rows"
                      :gridOptions="gridOptions as any"
                      @grid-ready="onGridReady"
+                     @first-data-rendered="onFirstDataRendered"
                      @pagination-changed="onPaginationChanged"/>
 
         <div v-else-if="!running" class="flex h-full flex-col items-center justify-center gap-2 py-10">
@@ -230,8 +231,24 @@ const visualConfigure = computed<GridConfigure>(() => ({
 const onGridReady = (params: any) => {
   gridApi = params.api
   currentPage.value = gridApi.paginationGetCurrentPage() + 1
+  fitColumns()
 }
 
+/** Stretch few result columns across the grid width; wide results keep natural widths. */
+const fitColumns = () => {
+  if (!gridApi) {
+    return
+  }
+  const columns = gridApi.getColumns?.() ?? []
+  const totalWidth = columns.reduce((sum: number, column: any) => sum + column.getActualWidth(), 0)
+  const gridWidth = gridApi.getGridPanelElement?.()?.clientWidth ?? 0
+  if (columns.length > 0 && columns.length <= 10 && totalWidth > 0 && gridWidth > totalWidth) {
+    gridApi.sizeColumnsToFit()
+  }
+}
+
+const onFirstDataRendered = () => fitColumns()
+
 const onPaginationChanged = () => {
   if (gridApi) {
     currentPage.value = gridApi.paginationGetCurrentPage() + 1

From e372ebcb7fde7cd43ce705b85307d043fa7f9eae Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 18:38:36 -0400
Subject: [PATCH 11/56] feat(query): surface the snippet library as the
 template tab

The historical admin template feature was removed and superseded by
snippets, so the side panel tab now follows the prototype naming
(template) while keeping the snippet backend for create, edit, load
and run
---
 configure/etc/conf/i18n/messages_en.properties              | 3 +--
 configure/etc/conf/i18n/messages_zh-cn.properties           | 3 +--
 .../src/views/pages/admin/query/QuerySidePanel.vue          | 6 +++---
 3 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index a0366268ab..e158914367 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1040,9 +1040,7 @@ query.result.emptyTip=The current query did not return any data
 query.result.perPage=Per page
 query.result.rowsUnit=rows
 query.side.addDataset=Add dataset
-query.side.addSnippet=New snippet
 query.side.searchDataset=Search datasets
-query.side.searchSnippet=Search snippets
 query.side.searchHistory=Search history
 query.side.loadAndRun=Load and run
 query.side.copySql=Copy SQL
@@ -1052,3 +1050,4 @@ query.side.empty=Nothing here yet
 query.side.structureTip=Select a table on the left to view its columns
 query.tip.editorSettings=Editor settings
 query.common.plan=Query Plan
+query.side.searchTemplate=Search templates
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index 0126db5950..623660b7da 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1041,9 +1041,7 @@ query.result.emptyTip=\u5f53\u524d\u67e5\u8be2\u672a\u8fd4\u56de\u4efb\u4f55\u65
 query.result.perPage=\u6bcf\u9875
 query.result.rowsUnit=\u6761
 query.side.addDataset=\u6dfb\u52a0\u6570\u636e\u96c6
-query.side.addSnippet=\u65b0\u5efa\u7247\u6bb5
 query.side.searchDataset=\u641c\u7d22\u6570\u636e\u96c6
-query.side.searchSnippet=\u641c\u7d22\u7247\u6bb5
 query.side.searchHistory=\u641c\u7d22\u5386\u53f2
 query.side.loadAndRun=\u8f7d\u5165\u5e76\u6267\u884c
 query.side.copySql=\u590d\u5236 SQL
@@ -1053,3 +1051,4 @@ query.side.empty=\u6682\u65e0\u5185\u5bb9
 query.side.structureTip=\u5728\u5de6\u4fa7\u9009\u62e9\u8868\u540e\u67e5\u770b\u5b57\u6bb5
 query.tip.editorSettings=\u7f16\u8f91\u5668\u8bbe\u7f6e
 query.common.plan=\u67e5\u8be2\u8ba1\u5212
+query.side.searchTemplate=\u641c\u7d22\u6a21\u677f
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
index 49238ba24a..1704e0f971 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -68,10 +68,10 @@
       <template v-else-if="activeTab === 'snippets'">
         <MfButton size="sm" block @click="emit('create-snippet')">
           <Plus :size="14"/>
-          {{ $t('query.side.addSnippet') }}
+          {{ $t('template.common.create') }}
         </MfButton>
 
-        <MfInput v-model="snippetKeyword" size="sm" :placeholder="$t('query.side.searchSnippet')">
+        <MfInput v-model="snippetKeyword" size="sm" :placeholder="$t('query.side.searchTemplate')">
           <template #prefix>
             <Search :size="13"/>
           </template>
@@ -232,7 +232,7 @@ const activeTab = ref<'datasets' | 'snippets' | 'structure' | 'history'>('datase
 
 const tabs = computed(() => [
   { key: 'datasets' as const, label: t('common.dataset') },
-  { key: 'snippets' as const, label: t('common.snippet') },
+  { key: 'snippets' as const, label: t('common.template') },
   { key: 'structure' as const, label: t('source.common.structure') },
   { key: 'history' as const, label: t('common.history') }
 ])

From 869db6e198eff268f28401d2c05f81cfb743d972 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 18:50:04 -0400
Subject: [PATCH 12/56] feat(ui): add branded assembly loading animation

---
 core/metaforge-ui/README.md                   |   4 +-
 core/metaforge-ui/playground/App.vue          |  19 +++
 .../src/assets/metaforge-mark.webp            | Bin 0 -> 432800 bytes
 core/metaforge-ui/src/components/MfButton.vue |   8 +-
 .../src/components/MfLoadingIcon.vue          | 137 ++++++++++++++++++
 .../src/components/MfMessageHost.vue          |   6 +-
 core/metaforge-ui/src/components/MfSelect.vue |   6 +-
 .../metaforge-ui/src/components/MfSpinner.vue |  26 ++--
 .../src/components/MfTreeNodeItem.vue         |   6 +-
 core/metaforge-ui/src/index.ts                |   3 +
 10 files changed, 182 insertions(+), 33 deletions(-)
 create mode 100644 core/metaforge-ui/src/assets/metaforge-mark.webp
 create mode 100644 core/metaforge-ui/src/components/MfLoadingIcon.vue

diff --git a/core/metaforge-ui/README.md b/core/metaforge-ui/README.md
index 84cdd0ab44..2f314cd2ce 100644
--- a/core/metaforge-ui/README.md
+++ b/core/metaforge-ui/README.md
@@ -24,7 +24,9 @@ core/metaforge-ui
 
 布局：MfCard、MfSpace、MfDivider、MfTabs/MfTabPane（自定义标签/禁用）、MfBreadcrumb(Item)
 
-反馈：MfAlert、MfMessage（命令式 toast）、MfModal、MfDrawer、MfTooltip、MfPopover、MfSpinner、MfSkeleton、MfTag（语义色/自定义色）、MfBadge、MfAvatar、MfResult
+反馈：MfAlert、MfMessage（命令式 toast）、MfModal、MfDrawer、MfTooltip、MfPopover、MfSpinner、MfLoadingIcon、MfSkeleton、MfTag（语义色/自定义色）、MfBadge、MfAvatar、MfResult
+
+`MfSpinner` 使用 MetaForge 结构拼合动画，保留 `xs/sm/md/lg` 尺寸和 `label`，也支持像素数字尺寸。`MfLoadingIcon` 是继承文字颜色的装饰图标，供按钮、选择框等控件复用；两者设 `loading=false` 时显示完整标记，减少动态效果模式下停止动画。可用 `--mf-loading-cycle` 调整循环时长（默认 `2.6s`）。
 
 数据：MfForm/MfFormItem（rules 校验：required/min/max/pattern/validator/type）、MfTable（bodyCell/列插槽）、MfPagination、MfTree（异步加载）、MfDropdown、MfMenu/MfMenuItem/MfSubMenu、MfUpload
 
diff --git a/core/metaforge-ui/playground/App.vue b/core/metaforge-ui/playground/App.vue
index fe426d0514..1439c81f71 100644
--- a/core/metaforge-ui/playground/App.vue
+++ b/core/metaforge-ui/playground/App.vue
@@ -19,6 +19,7 @@ import {
     MfDivider,
     MfDatePicker,
     MfInput,
+    MfLoadingIcon,
     MfMenu,
     MfMenuItem,
     MfModal,
@@ -47,6 +48,7 @@ const navigation = [
     { key: '/query', label: '查询' },
 ]
 const primary = ref('#2563eb')
+const brandLoading = ref(true)
 const toolbarKeyword = ref('')
 const toolbarCode = ref('')
 const toolbarDate = ref('')
@@ -269,6 +271,23 @@ function simulateLoading(): void {
                     </div>
                 </MfCard>
 
+                <MfCard title="品牌加载动画">
+                    <div class="flex flex-col items-center gap-5 py-6 text-primary">
+                        <MfLoadingIcon :size="96" :loading="brandLoading"/>
+                        <span class="text-sm text-content-secondary" role="status">{{ brandLoading ? '正在加载' : '加载完成' }}</span>
+                        <MfSpace wrap>
+                            <MfSpinner size="xs" :loading="brandLoading"/>
+                            <MfSpinner size="sm" :loading="brandLoading"/>
+                            <MfSpinner :label="brandLoading ? '加载中' : '已完成'" :loading="brandLoading"/>
+                            <MfSpinner size="lg" :loading="brandLoading"/>
+                        </MfSpace>
+                        <MfSpace wrap>
+                            <MfButton variant="primary" :loading="brandLoading">{{ brandLoading ? '保存中' : '保存' }}</MfButton>
+                            <MfButton @click="brandLoading = !brandLoading">{{ brandLoading ? '模拟完成' : '重新加载' }}</MfButton>
+                        </MfSpace>
+                    </div>
+                </MfCard>
+
                 <MfCard title="Overlay">
                     <div class="mb-4 overflow-x-auto rounded-mf-md border border-line p-3">
                         <div class="flex items-center justify-between gap-4">
diff --git a/core/metaforge-ui/src/assets/metaforge-mark.webp b/core/metaforge-ui/src/assets/metaforge-mark.webp
new file mode 100644
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diff --git a/core/metaforge-ui/src/components/MfButton.vue b/core/metaforge-ui/src/components/MfButton.vue
index 75f0bf6d96..170fc7cb92 100644
--- a/core/metaforge-ui/src/components/MfButton.vue
+++ b/core/metaforge-ui/src/components/MfButton.vue
@@ -1,6 +1,7 @@
 <script setup lang="ts">
 import { computed } from 'vue'
 import clsx from 'clsx'
+import MfLoadingIcon from './MfLoadingIcon.vue'
 import { CONTROL_SIZES, DISABLED, FOCUS_RING, TRANSITION, type MfControlSize } from './common'
 
 type Variant = 'primary' | 'secondary' | 'outline' | 'ghost' | 'danger' | 'link'
@@ -45,11 +46,8 @@ const classes = computed(() => clsx(
 </script>
 
 <template>
-    <button :type="type" :class="classes" :disabled="disabled || loading">
-        <svg v-if="loading" class="animate-spin -ml-0.5 size-4" viewBox="0 0 24 24" fill="none" aria-hidden="true">
-            <circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4" />
-            <path class="opacity-75" fill="currentColor" d="M4 12a8 8 0 0 1 8-8v4a4 4 0 0 0-4 4H4z" />
-        </svg>
+    <button :type="type" :class="classes" :disabled="disabled || loading" :aria-busy="loading || undefined">
+        <MfLoadingIcon v-if="loading" :size="16" class="-ml-0.5"/>
         <slot />
     </button>
 </template>
diff --git a/core/metaforge-ui/src/components/MfLoadingIcon.vue b/core/metaforge-ui/src/components/MfLoadingIcon.vue
new file mode 100644
index 0000000000..15bfcecb74
--- /dev/null
+++ b/core/metaforge-ui/src/components/MfLoadingIcon.vue
@@ -0,0 +1,137 @@
+<script setup lang="ts">
+withDefaults(defineProps<{
+    size?: number
+    /** False keeps the assembled mark visible after loading finishes. */
+    loading?: boolean
+}>(), {
+    size: 24,
+    loading: true,
+})
+</script>
+
+<template>
+    <span
+        class="mf-loading-icon"
+        :class="{ 'mf-loading-icon--complete': !loading }"
+        :style="{ '--mf-loading-size': `${size}px` }"
+        aria-hidden="true"
+    >
+        <span class="mf-loading-icon__ghost" />
+        <span
+            v-for="part in ['left', 'right', 'ribbon', 'spark']"
+            :key="part"
+            class="mf-loading-icon__piece"
+            :class="`mf-loading-icon__${part}`"
+        />
+    </span>
+</template>
+
+<style scoped>
+.mf-loading-icon {
+    --mf-loading-mark: url('../assets/metaforge-mark.webp');
+    position: relative;
+    display: inline-block;
+    width: var(--mf-loading-size);
+    height: var(--mf-loading-size);
+    flex-shrink: 0;
+    vertical-align: middle;
+    perspective: calc(var(--mf-loading-size) * 3);
+    isolation: isolate;
+}
+
+.mf-loading-icon__piece,
+.mf-loading-icon__ghost {
+    position: absolute;
+    inset: 0;
+    background: currentColor;
+    -webkit-mask-image: var(--mf-loading-mark);
+    mask-image: var(--mf-loading-mark);
+    -webkit-mask-size: 100% 100%;
+    mask-size: 100% 100%;
+    -webkit-mask-repeat: no-repeat;
+    mask-repeat: no-repeat;
+    pointer-events: none;
+}
+
+.mf-loading-icon__ghost {
+    opacity: .065;
+}
+
+.mf-loading-icon__piece {
+    backface-visibility: hidden;
+    animation-duration: var(--mf-loading-cycle, 2.6s);
+    animation-timing-function: var(--mf-easing);
+    animation-iteration-count: infinite;
+    animation-fill-mode: both;
+}
+
+.mf-loading-icon__left {
+    clip-path: polygon(0 0, 52% 0, 52% 35%, 32% 46%, 32% 100%, 0 100%);
+    transform-origin: 18% 56%;
+    animation-name: mf-loading-fold-left;
+    z-index: 2;
+}
+
+.mf-loading-icon__ribbon {
+    clip-path: polygon(32.5% 45.8%, 54% 32%, 78% 12%, 100% 12%, 100% 27.5%, 49.9% 59.1%, 49.9% 100%, 32.5% 100%);
+    transform-origin: 62% 52%;
+    animation-name: mf-loading-fold-ribbon;
+    z-index: 3;
+}
+
+.mf-loading-icon__right {
+    clip-path: polygon(71.5% 45.2336%, 100% 27.5%, 100% 100%, 71.5% 100%);
+    transform-origin: 82% 66%;
+    animation-name: mf-loading-fold-right;
+    z-index: 1;
+}
+
+.mf-loading-icon__spark {
+    clip-path: inset(55% 29% 24% 51%);
+    transform-origin: 61.5% 65.5%;
+    animation-name: mf-loading-fold-spark;
+    z-index: 4;
+}
+
+.mf-loading-icon--complete .mf-loading-icon__piece {
+    animation: none;
+    opacity: 1;
+    transform: none;
+}
+
+.mf-loading-icon--complete .mf-loading-icon__ghost {
+    opacity: 0;
+}
+
+@keyframes mf-loading-fold-left {
+    0%, 3% { transform: translate(-18%, 9%) rotateY(-100deg) rotateZ(-8deg); opacity: 0; }
+    17%, 62% { transform: translate(0, 0) rotateY(0) rotateZ(0); opacity: 1; }
+    82%, 100% { transform: translate(-10%, 16%) rotateY(100deg) rotateZ(-8deg); opacity: 0; }
+}
+
+@keyframes mf-loading-fold-ribbon {
+    0%, 12% { transform: translate(16%, -14%) rotateY(105deg) rotateZ(10deg); opacity: 0; }
+    32%, 68% { transform: translate(0, 0) rotateY(0) rotateZ(0); opacity: 1; }
+    88%, 100% { transform: translate(-14%, -12%) rotateY(-100deg) rotateZ(-10deg); opacity: 0; }
+}
+
+@keyframes mf-loading-fold-right {
+    0%, 23% { transform: translate(20%, 8%) rotateY(100deg) rotateZ(8deg); opacity: 0; }
+    43%, 74% { transform: translate(0, 0) rotateY(0) rotateZ(0); opacity: 1; }
+    97%, 100% { transform: translate(18%, 10%) rotateY(-100deg) rotateZ(8deg); opacity: 0; }
+}
+
+@keyframes mf-loading-fold-spark {
+    0%, 34% { transform: scale(0) rotate(-90deg); opacity: 0; }
+    47%, 75% { transform: scale(1) rotate(0); opacity: 1; }
+    93%, 100% { transform: scale(0) rotate(90deg); opacity: 0; }
+}
+
+@media (prefers-reduced-motion: reduce) {
+    .mf-loading-icon__piece {
+        animation: none;
+        opacity: 1;
+        transform: none;
+    }
+}
+</style>
diff --git a/core/metaforge-ui/src/components/MfMessageHost.vue b/core/metaforge-ui/src/components/MfMessageHost.vue
index 759a824014..7ab9fa5d1c 100644
--- a/core/metaforge-ui/src/components/MfMessageHost.vue
+++ b/core/metaforge-ui/src/components/MfMessageHost.vue
@@ -1,5 +1,6 @@
 <script setup lang="ts">
 import clsx from 'clsx'
+import MfLoadingIcon from './MfLoadingIcon.vue'
 import { messageState } from '../theme/message-state'
 
 const ICONS = {
@@ -34,10 +35,7 @@ const TONES = {
                     :key="item.id"
                     class="pointer-events-auto flex max-w-md items-center gap-2.5 rounded-mf-md border border-line bg-surface px-4 py-2.5 text-sm text-content shadow-mf-lg"
                 >
-                    <svg v-if="item.type === 'loading'" class="size-4 shrink-0 animate-spin text-primary" viewBox="0 0 24 24" fill="none" aria-hidden="true">
-                        <circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4" />
-                        <path class="opacity-75" fill="currentColor" d="M4 12a8 8 0 0 1 8-8v4a4 4 0 0 0-4 4H4z" />
-                    </svg>
+                    <MfLoadingIcon v-if="item.type === 'loading'" :size="16" class="text-primary"/>
                     <svg v-else :class="clsx('size-4 shrink-0', TONES[item.type])" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" aria-hidden="true">
                         <circle cx="12" cy="12" r="10" />
                         <path :d="ICONS[item.type]" stroke-linecap="round" />
diff --git a/core/metaforge-ui/src/components/MfSelect.vue b/core/metaforge-ui/src/components/MfSelect.vue
index 2f93053c31..020c23e8f4 100644
--- a/core/metaforge-ui/src/components/MfSelect.vue
+++ b/core/metaforge-ui/src/components/MfSelect.vue
@@ -1,6 +1,7 @@
 <script setup lang="ts">
 import { computed, ref, watch } from 'vue'
 import clsx from 'clsx'
+import MfLoadingIcon from './MfLoadingIcon.vue'
 import { CONTROL_SIZES, TRANSITION, type MfControlSize, type MfSelectOption } from './common'
 import { useDismissableLayer } from '../composables/useDismissableLayer'
 
@@ -199,10 +200,7 @@ watch(open, value => {
             >
                 <svg class="size-2.5" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="3" aria-hidden="true"><path d="M6 6l12 12M18 6L6 18" /></svg>
             </span>
-            <svg v-if="loading" class="size-3.5 shrink-0 animate-spin text-primary" viewBox="0 0 24 24" fill="none" aria-hidden="true">
-                <circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4" />
-                <path class="opacity-75" fill="currentColor" d="M4 12a8 8 0 0 1 8-8v4a4 4 0 0 0-4 4H4z" />
-            </svg>
+            <MfLoadingIcon v-if="loading" :size="14" class="text-primary"/>
             <svg
                 v-else
                 class="size-3.5 shrink-0 text-content-tertiary transition-transform duration-(--mf-duration-base) ease-(--mf-easing)"
diff --git a/core/metaforge-ui/src/components/MfSpinner.vue b/core/metaforge-ui/src/components/MfSpinner.vue
index 921f19197b..83ca98b1c0 100644
--- a/core/metaforge-ui/src/components/MfSpinner.vue
+++ b/core/metaforge-ui/src/components/MfSpinner.vue
@@ -1,33 +1,29 @@
 <script setup lang="ts">
 import { computed } from 'vue'
-import clsx from 'clsx'
+import MfLoadingIcon from './MfLoadingIcon.vue'
 
 const props = withDefaults(defineProps<{
-    size?: 'xs' | 'sm' | 'md' | 'lg'
+    size?: 'xs' | 'sm' | 'md' | 'lg' | number
     label?: string
+    loading?: boolean
 }>(), {
     size: 'md',
+    loading: true,
 })
 
 const SIZES = {
-    xs: 'size-3',
-    sm: 'size-4',
-    md: 'size-6',
-    lg: 'size-8',
+    xs: 12,
+    sm: 16,
+    md: 24,
+    lg: 32,
 } as const
 
-const classes = computed(() => clsx(
-    'inline-block animate-spin text-primary',
-    SIZES[props.size],
-))
+const iconSize = computed(() => typeof props.size === 'number' ? props.size : SIZES[props.size])
 </script>
 
 <template>
-    <span class="inline-flex items-center gap-2" role="status" :aria-label="label">
-        <svg :class="classes" viewBox="0 0 24 24" fill="none" aria-hidden="true">
-            <circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4" />
-            <path class="opacity-90" fill="currentColor" d="M4 12a8 8 0 0 1 8-8v4a4 4 0 0 0-4 4H4z" />
-        </svg>
+    <span class="inline-flex items-center gap-2 text-primary" role="status" :aria-busy="loading" :aria-label="label || (loading ? 'Loading' : 'MetaForge')">
+        <MfLoadingIcon :size="iconSize" :loading="loading"/>
         <span v-if="label" class="text-sm text-content-secondary">{{ label }}</span>
     </span>
 </template>
diff --git a/core/metaforge-ui/src/components/MfTreeNodeItem.vue b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
index 83a8a26d48..6c27928578 100644
--- a/core/metaforge-ui/src/components/MfTreeNodeItem.vue
+++ b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
@@ -1,6 +1,7 @@
 <script setup lang="ts">
 import { computed, inject, type Ref } from 'vue'
 import clsx from 'clsx'
+import MfLoadingIcon from './MfLoadingIcon.vue'
 import type { MfTreeNode } from './MfTree.vue'
 
 interface TreeContext {
@@ -39,10 +40,7 @@ const rowClass = computed(() => clsx(
     <li role="treeitem" :aria-expanded="node.isLeaf ? undefined : expanded" :aria-selected="selected">
         <div :class="rowClass" @click="tree?.select(node)">
             <span class="inline-flex size-4 shrink-0 items-center justify-center" @click.stop="tree?.toggle(node)">
-                <svg v-if="loading" class="size-3.5 animate-spin text-primary" viewBox="0 0 24 24" fill="none" aria-hidden="true">
-                    <circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4" />
-                    <path class="opacity-75" fill="currentColor" d="M4 12a8 8 0 0 1 8-8v4a4 4 0 0 0-4 4H4z" />
-                </svg>
+                <MfLoadingIcon v-if="loading" :size="14" class="text-primary"/>
                 <svg
                     v-else-if="!node.isLeaf"
                     class="size-3.5 text-content-tertiary transition-transform duration-(--mf-duration-base) ease-(--mf-easing)"
diff --git a/core/metaforge-ui/src/index.ts b/core/metaforge-ui/src/index.ts
index fffc43b5db..fa081cdd5a 100644
--- a/core/metaforge-ui/src/index.ts
+++ b/core/metaforge-ui/src/index.ts
@@ -17,6 +17,7 @@ import MfForm from './components/MfForm.vue'
 import MfFormItem from './components/MfFormItem.vue'
 import MfInput from './components/MfInput.vue'
 import MfInputNumber from './components/MfInputNumber.vue'
+import MfLoadingIcon from './components/MfLoadingIcon.vue'
 import MfMenu from './components/MfMenu.vue'
 import MfMenuItem from './components/MfMenuItem.vue'
 import MfModal from './components/MfModal.vue'
@@ -62,6 +63,7 @@ export const components = {
     MfFormItem,
     MfInput,
     MfInputNumber,
+    MfLoadingIcon,
     MfMenu,
     MfMenuItem,
     MfModal,
@@ -118,6 +120,7 @@ export {
     MfFormItem,
     MfInput,
     MfInputNumber,
+    MfLoadingIcon,
     MfMenu,
     MfMenuItem,
     MfModal,

From 73ec007b4acc3e5c34ec3f88a248b8eddd8bc6fb Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 18:57:23 -0400
Subject: [PATCH 13/56] fix(query): keep the source picker aligned with the
 panel width

- the dropdown wrapper now fills the panel so the trigger card and the
  search input share edges; long source names truncate with an
  ellipsis instead of overflowing the panel clip
- the floating menu follows the trigger width, and the meta line is
  composed in script so type and version keep their spacing
---
 .../pages/admin/query/QuerySourcePicker.vue   | 39 +++++++++++++------
 1 file changed, 28 insertions(+), 11 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
index 7f55caa7f2..603cbc3b43 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
@@ -1,8 +1,9 @@
 <template>
   <div class="p-3 pb-2">
-    <MfDropdown v-model:open="open" trigger="click" placement="bottomLeft">
-      <button type="button"
-              class="flex w-full items-center gap-2.5 rounded-mf-md border border-line bg-surface px-2.5 py-2 text-left transition-[border-color,background-color] duration-(--mf-duration-base) ease-(--mf-easing) hover:bg-surface-hover"
+    <MfDropdown v-model:open="open" trigger="click" placement="bottomLeft" class="w-full">
+      <button ref="triggerRef"
+              type="button"
+              class="flex w-full min-w-0 items-center gap-2.5 rounded-mf-md border border-line bg-surface px-2.5 py-2 text-left transition-[border-color,background-color] duration-(--mf-duration-base) ease-(--mf-easing) hover:bg-surface-hover"
               :class="open && 'border-primary'">
         <span class="flex size-8 shrink-0 items-center justify-center rounded-mf-full bg-primary/10">
           <Database :size="15" class="text-primary"/>
@@ -13,7 +14,7 @@
             {{ current?.name ?? $t('source.tip.selectSource') }}
           </span>
           <span v-if="current" class="truncate text-xs text-content-tertiary">
-            {{ current.type }}<template v-if="current.version"> {{ current.version }}</template> · {{ current.host }}:{{ current.port }}
+            {{ currentMeta }}
           </span>
         </span>
 
@@ -21,7 +22,7 @@
       </button>
 
       <template #overlay>
-        <div class="flex w-72 flex-col gap-1.5">
+        <div class="flex flex-col gap-1.5" :style="{ width: overlayWidth + 'px' }">
           <div class="px-1 pt-1">
             <MfInput v-model="keyword" size="sm" :placeholder="$t('common.search')">
               <template #prefix>
@@ -48,9 +49,7 @@
               <MfAvatar size="sm" :src="`/static/images/plugin/${ String(item.type).toLowerCase() }.svg`" :alt="item.type"/>
               <span class="flex min-w-0 flex-1 flex-col">
                 <span class="truncate text-sm" :class="item.value === modelValue ? 'font-medium text-primary' : 'text-content'">{{ item.label }}</span>
-                <span class="truncate text-xs text-content-tertiary">
-                  {{ item.type }}<template v-if="item.version"> {{ item.version }}</template> · {{ item.host }}:{{ item.port }}
-                </span>
+                <span class="truncate text-xs text-content-tertiary">{{ itemMeta(item) }}</span>
               </span>
               <Check v-if="item.value === modelValue" :size="14" class="shrink-0 text-primary"/>
             </button>
@@ -62,7 +61,7 @@
 </template>
 
 <script setup lang="ts">
-import { computed, ref } from 'vue'
+import { computed, nextTick, ref, watch } from 'vue'
 import { Check, ChevronDown, Database, Search } from '@lucide/vue'
 import SourceService from '@/services/source'
 import { FilterModel } from '@/model/filter.ts'
@@ -93,11 +92,26 @@ const options = ref<SourceOption[]>([])
 const loading = ref(false)
 const pageIndex = ref(1)
 const pageTotal = ref(1)
+const triggerRef = ref<HTMLElement | null>(null)
+const overlayWidth = ref(256)
 
-const filter: FilterModel = new FilterModel()
-filter.size = 100
+const itemMeta = (item: SourceOption) =>
+  `${ item.type }${ item.version ? ' ' + item.version : '' } · ${ item.host ?? '' }:${ item.port ?? '' }`
 
 const current = computed(() => options.value.find(item => item.value === props.modelValue))
+const currentMeta = computed(() => (current.value ? itemMeta(current.value) : ''))
+
+/** The floating menu follows the trigger width (minus the dropdown's own p-1 padding). */
+watch(open, (value) => {
+  if (value) {
+    nextTick(() => {
+      const width = triggerRef.value?.offsetWidth ?? 0
+      if (width > 8) {
+        overlayWidth.value = width - 8
+      }
+    })
+  }
+})
 
 const filteredOptions = computed(() => {
   const kw = keyword.value.trim().toLowerCase()
@@ -107,6 +121,9 @@ const filteredOptions = computed(() => {
   return options.value.filter(item => item.label.toLowerCase().includes(kw))
 })
 
+const filter: FilterModel = new FilterModel()
+filter.size = 100
+
 const mapOption = (item: any): SourceOption => ({
   ...item,
   label: item.name,

From 195d069cdfd17b8bb080449ebf34850daacf747c Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:02:52 -0400
Subject: [PATCH 14/56] fix(query): render tree icons, drop guide lines and
 unify loading

- MfTree never forwarded the title slot to its root node items, so the
  metadata icons never rendered; databases now show a green database
  glyph and tables a table glyph
- remove the vertical guide line between tree levels
- replace the metadata skeleton with the shared branded spinner; node
  loading already used it
---
 core/metaforge-ui/src/components/MfTree.vue                 | 6 +++++-
 core/metaforge-ui/src/components/MfTreeNodeItem.vue         | 2 +-
 .../src/views/components/tree/MetadataTree.vue              | 6 ++++--
 3 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/core/metaforge-ui/src/components/MfTree.vue b/core/metaforge-ui/src/components/MfTree.vue
index 6e1feec056..4adf77e4f4 100644
--- a/core/metaforge-ui/src/components/MfTree.vue
+++ b/core/metaforge-ui/src/components/MfTree.vue
@@ -81,7 +81,11 @@ provide('mfTree', {
 
 <template>
     <ul role="tree" class="flex flex-col gap-0.5">
-        <MfTreeNodeItem v-for="node in data" :key="node.key" :node="node" />
+        <MfTreeNodeItem v-for="node in data" :key="node.key" :node="node">
+            <template #title="{ node: item }">
+                <slot name="title" :node="item" />
+            </template>
+        </MfTreeNodeItem>
         <li v-if="data.length === 0" class="px-2 py-4 text-center text-sm text-content-tertiary">No data</li>
     </ul>
 </template>
diff --git a/core/metaforge-ui/src/components/MfTreeNodeItem.vue b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
index 6c27928578..9e0feadbeb 100644
--- a/core/metaforge-ui/src/components/MfTreeNodeItem.vue
+++ b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
@@ -56,7 +56,7 @@ const rowClass = computed(() => clsx(
         </div>
         <div
             v-if="node.children?.length && expanded"
-            class="ml-3.5 flex flex-col gap-0.5 border-l border-line pl-1.5"
+            class="ml-3.5 flex flex-col gap-0.5 pl-1.5"
         >
             <MfTreeNodeItem v-for="child in node.children" :key="child.key" :node="child">
                 <template #title="{ node: childNode }: { node: MfTreeNode }">
diff --git a/core/metaforge-web/src/views/components/tree/MetadataTree.vue b/core/metaforge-web/src/views/components/tree/MetadataTree.vue
index e4c1481565..30e7bea69f 100644
--- a/core/metaforge-web/src/views/components/tree/MetadataTree.vue
+++ b/core/metaforge-web/src/views/components/tree/MetadataTree.vue
@@ -1,6 +1,8 @@
 <template>
   <div class="min-h-0 flex-1 overflow-auto px-1.5 pb-2">
-    <MfSkeleton v-if="loading" active class="mt-2"/>
+    <div v-if="loading" class="flex justify-center py-6">
+      <MfSpinner size="md"/>
+    </div>
 
     <MfAlert v-else-if="data.length === 0 && errorMessage" class="mt-2" variant="danger" :title="errorMessage"/>
 
@@ -13,7 +15,7 @@
             @update:expanded-keys="expandedKeys = $event">
       <template #title="{ node }">
         <div class="flex min-w-0 items-center gap-1.5">
-          <component :is="iconOf(node)" :size="13" class="shrink-0 text-content-tertiary"/>
+          <component :is="iconOf(node)" :size="13" class="shrink-0" :class="node.level === StructureEnum.DATABASE ? 'text-primary' : 'text-content-tertiary'"/>
           <span class="truncate text-sm text-content-secondary">{{ node.title }}</span>
         </div>
       </template>

From ba29738f4e07f9de5746f7819a1578adcec81b54 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:15:05 -0400
Subject: [PATCH 15/56] fix(query): keep tab labels on one line with hover
 tooltips

- editor tabs scroll horizontally instead of wrapping, auto-scroll the
  active tab into view and show a tooltip with the tab title
- side panel tabs truncate with an ellipsis at narrow widths and
  reveal the full label on hover; result tabs never wrap
---
 .../src/views/pages/admin/query/QueryHome.vue | 51 ++++++++++++-------
 .../pages/admin/query/QueryResultPanel.vue    |  2 +-
 .../pages/admin/query/QuerySidePanel.vue      | 19 ++++---
 3 files changed, 45 insertions(+), 27 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index 85b86670f6..33e50fc568 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -37,23 +37,29 @@
       <div :style="{ height: editorHeight }"
            class="flex max-h-[70%] min-h-[220px] shrink-0 flex-col overflow-hidden rounded-mf-lg border border-line bg-surface shadow-mf-sm">
         <div class="flex shrink-0 items-center border-b border-line pl-2 pr-1.5">
-          <button v-for="item in Object.values(editors)"
-                  :key="item.key"
-                  type="button"
-                  class="group flex items-center gap-1.5 border-b-2 px-3 py-2.5 text-sm transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
-                  :class="activeEditor === item.key ? 'border-b-primary font-medium text-content' : 'border-b-transparent text-content-secondary hover:text-content'"
-                  @click="activeEditor = item.key">
-            <span class="size-1.5 rounded-full" :class="activeEditor === item.key ? 'bg-primary' : 'bg-content-placeholder'"></span>
-            {{ item.title }}
-            <span v-if="Object.keys(editors).length > 1"
-                  class="inline-flex size-4 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-hover hover:text-content"
-                  role="button"
-                  @click.stop="onEditTabs(item.key, 'remove')">
-              <X :size="11"/>
-            </span>
-          </button>
-
-          <div class="ml-auto">
+          <div ref="tabStripRef" class="flex min-w-0 flex-1 items-center overflow-x-auto">
+            <MfTooltip v-for="item in Object.values(editors)"
+                       :key="item.key"
+                       :content="item.title"
+                       class="shrink-0">
+              <button type="button"
+                      :data-tab-key="item.key"
+                      class="group flex shrink-0 items-center gap-1.5 whitespace-nowrap border-b-2 px-3 py-2.5 text-sm transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
+                      :class="activeEditor === item.key ? 'border-b-primary font-medium text-content' : 'border-b-transparent text-content-secondary hover:text-content'"
+                      @click="activeEditor = item.key">
+                <span class="size-1.5 rounded-full" :class="activeEditor === item.key ? 'bg-primary' : 'bg-content-placeholder'"></span>
+                {{ item.title }}
+                <span v-if="Object.keys(editors).length > 1"
+                      class="inline-flex size-4 items-center justify-center rounded-mf-sm text-content-tertiary hover:bg-surface-hover hover:text-content"
+                      role="button"
+                      @click.stop="onEditTabs(item.key, 'remove')">
+                  <X :size="11"/>
+                </span>
+              </button>
+            </MfTooltip>
+          </div>
+
+          <div class="ml-1 shrink-0">
             <MfTooltip :content="$t('common.createEditor')">
               <MfButton variant="ghost" size="sm" shape="circle" :disabled="!selectSource.code" @click="onPlusEditor">
                 <Plus :size="15"/>
@@ -280,7 +286,7 @@
 </template>
 
 <script setup lang="ts">
-import { computed, onBeforeUnmount, onMounted, reactive, ref } from 'vue'
+import { computed, nextTick, onBeforeUnmount, onMounted, reactive, ref, watch } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { MfMessage } from 'metaforge-ui'
 import { Bot, ChevronDown, Clock, Eraser, ListTree, Maximize2, Minimize2, Play, Plus, Save, Search, Settings, Trash2, X } from '@lucide/vue'
@@ -319,6 +325,7 @@ const router = useRouter()
 const auth = TokenUtils.getAuthUser()
 
 const treeSearchRef = ref<{ focus: () => void } | null>(null)
+const tabStripRef = ref<HTMLElement | null>(null)
 const treeKeyword = ref('')
 const focusMode = ref(false)
 const selectedTable = ref<{ database: string; table: string } | null>(null)
@@ -431,6 +438,14 @@ const baseUrl = import.meta.env.VITE_API_BASE_URL
 
 const activeEditorInstance = computed(() => editors.value[activeEditor.value as string])
 
+// Keep the active editor tab visible inside the scrollable strip.
+watch(activeEditor, (key) => {
+  nextTick(() => {
+    tabStripRef.value?.querySelector(`[data-tab-key="${ key }"]`)
+       ?.scrollIntoView({ block: 'nearest', inline: 'nearest' })
+  })
+})
+
 const activeEditorContent = computed(() => {
   const editor = activeEditorInstance.value
   return editor && editor.content.trim().length > 0
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
index 4c91ed065d..48d431ceb2 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
@@ -5,7 +5,7 @@
         <button v-for="tab in tabs"
                 :key="tab.key"
                 type="button"
-                class="border-b-2 px-3 py-2.5 text-sm font-medium transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
+                class="shrink-0 whitespace-nowrap border-b-2 px-3 py-2.5 text-sm font-medium transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
                 :class="activeTab === tab.key ? 'border-b-primary text-primary' : 'border-b-transparent text-content-secondary hover:text-content'"
                 @click="activeTab = tab.key">
           {{ tab.label }}
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
index 1704e0f971..4df8db5cca 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -1,14 +1,17 @@
 <template>
   <div class="flex min-h-0 flex-1 flex-col overflow-hidden">
     <div class="flex shrink-0 items-center border-b border-line px-1">
-      <button v-for="tab in tabs"
-              :key="tab.key"
-              type="button"
-              class="flex-1 border-b-2 px-1 py-2.5 text-center text-sm font-medium transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
-              :class="activeTab === tab.key ? 'border-b-primary text-primary' : 'border-b-transparent text-content-secondary hover:text-content'"
-              @click="activeTab = tab.key">
-        {{ tab.label }}
-      </button>
+      <MfTooltip v-for="tab in tabs"
+                 :key="tab.key"
+                 :content="tab.label"
+                 class="min-w-0 flex-1">
+        <button type="button"
+                class="w-full truncate whitespace-nowrap border-b-2 px-1 py-2.5 text-center text-sm font-medium transition-[color,border-color] duration-(--mf-duration-base) ease-(--mf-easing)"
+                :class="activeTab === tab.key ? 'border-b-primary text-primary' : 'border-b-transparent text-content-secondary hover:text-content'"
+                @click="activeTab = tab.key">
+          {{ tab.label }}
+        </button>
+      </MfTooltip>
     </div>
 
     <div class="flex flex-col gap-2.5 p-3">

From 5fcd9669a87409e824fc22884851643505f1a9d1 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:17:09 -0400
Subject: [PATCH 16/56] feat(ui): add branded logo empty states

---
 .../etc/conf/i18n/messages_en.properties      |  2 +
 .../etc/conf/i18n/messages_zh-cn.properties   |  2 +
 core/metaforge-ui/README.md                   |  4 +-
 core/metaforge-ui/playground/App.vue          | 11 +++
 core/metaforge-ui/src/components/MfEmpty.vue  | 47 +++++++++++++
 core/metaforge-ui/src/components/MfSelect.vue | 17 ++++-
 core/metaforge-ui/src/components/MfTable.vue  | 11 ++-
 core/metaforge-ui/src/index.ts                |  3 +
 core/metaforge-ui/tests/empty-state.test.mjs  | 67 +++++++++++++++++++
 .../src/model/query-result-state.ts           | 11 +++
 .../pages/admin/query/QueryResultPanel.vue    | 22 +++---
 .../tests/query-result-state.test.mjs         | 33 +++++++++
 12 files changed, 215 insertions(+), 15 deletions(-)
 create mode 100644 core/metaforge-ui/src/components/MfEmpty.vue
 create mode 100644 core/metaforge-ui/tests/empty-state.test.mjs
 create mode 100644 core/metaforge-web/src/model/query-result-state.ts
 create mode 100644 core/metaforge-web/tests/query-result-state.test.mjs

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index e158914367..3f93cdcb2c 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1037,6 +1037,8 @@ query.result.addToDataset=Add to dataset
 query.result.searchResults=Search in results
 query.result.empty=No data
 query.result.emptyTip=The current query did not return any data
+query.result.initial=Ready to query
+query.result.initialTip=Choose a data source and run SQL to see results here.
 query.result.perPage=Per page
 query.result.rowsUnit=rows
 query.side.addDataset=Add dataset
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index 623660b7da..bd1dda01ca 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1038,6 +1038,8 @@ query.result.addToDataset=\u6dfb\u52a0\u5230\u6570\u636e\u96c6
 query.result.searchResults=\u5728\u7ed3\u679c\u4e2d\u641c\u7d22
 query.result.empty=\u6682\u65e0\u6570\u636e
 query.result.emptyTip=\u5f53\u524d\u67e5\u8be2\u672a\u8fd4\u56de\u4efb\u4f55\u6570\u636e
+query.result.initial=\u7B49\u5F85\u6267\u884C\u67E5\u8BE2
+query.result.initialTip=\u9009\u62E9\u6570\u636E\u6E90\u5E76\u6267\u884C SQL\uFF0C\u67E5\u8BE2\u7ED3\u679C\u5C06\u663E\u793A\u5728\u8FD9\u91CC\u3002
 query.result.perPage=\u6bcf\u9875
 query.result.rowsUnit=\u6761
 query.side.addDataset=\u6dfb\u52a0\u6570\u636e\u96c6
diff --git a/core/metaforge-ui/README.md b/core/metaforge-ui/README.md
index 2f314cd2ce..5f7b790dbd 100644
--- a/core/metaforge-ui/README.md
+++ b/core/metaforge-ui/README.md
@@ -24,10 +24,12 @@ core/metaforge-ui
 
 布局：MfCard、MfSpace、MfDivider、MfTabs/MfTabPane（自定义标签/禁用）、MfBreadcrumb(Item)
 
-反馈：MfAlert、MfMessage（命令式 toast）、MfModal、MfDrawer、MfTooltip、MfPopover、MfSpinner、MfLoadingIcon、MfSkeleton、MfTag（语义色/自定义色）、MfBadge、MfAvatar、MfResult
+反馈：MfAlert、MfMessage（命令式 toast）、MfModal、MfDrawer、MfTooltip、MfPopover、MfSpinner、MfLoadingIcon、MfEmpty、MfSkeleton、MfTag（语义色/自定义色）、MfBadge、MfAvatar、MfResult
 
 `MfSpinner` 使用 MetaForge 结构拼合动画，保留 `xs/sm/md/lg` 尺寸和 `label`，也支持像素数字尺寸。`MfLoadingIcon` 是继承文字颜色的装饰图标，供按钮、选择框等控件复用；两者设 `loading=false` 时显示完整标记，减少动态效果模式下停止动画。可用 `--mf-loading-cycle` 调整循环时长（默认 `2.6s`）。
 
+`MfEmpty` 使用静态、淡化的 MetaForge Logo 提示空状态：`variant=data/search/initial` 区分暂无数据、无匹配结果和等待开始，`title/description` 由调用方传入本地化文案，`size=sm/md` 适应紧凑区域和页面。支持 `icon/title/description/extra` 插槽，操作入口由业务调用方提供。`MfTable` 默认使用该组件，兼容原 `emptyText` 属性和同名插槽，并支持 `emptyDescription/emptyVariant`。`MfSelect` 的空选项和搜索无匹配共用该样式，文案可通过 `emptyText/noMatchText/loadingText` 设置。加载中和请求失败应分别使用加载指示与错误提示，不使用空状态替代。
+
 数据：MfForm/MfFormItem（rules 校验：required/min/max/pattern/validator/type）、MfTable（bodyCell/列插槽）、MfPagination、MfTree（异步加载）、MfDropdown、MfMenu/MfMenuItem/MfSubMenu、MfUpload
 
 主题：MfConfigProvider + `applyMfTheme` / `setMfThemeMode` / `createMfTheme`（light/dark preset）
diff --git a/core/metaforge-ui/playground/App.vue b/core/metaforge-ui/playground/App.vue
index 1439c81f71..33ec0cc424 100644
--- a/core/metaforge-ui/playground/App.vue
+++ b/core/metaforge-ui/playground/App.vue
@@ -18,6 +18,7 @@ import {
     MfConfigProvider,
     MfDivider,
     MfDatePicker,
+    MfEmpty,
     MfInput,
     MfLoadingIcon,
     MfMenu,
@@ -288,6 +289,16 @@ function simulateLoading(): void {
                     </div>
                 </MfCard>
 
+                <MfCard title="空状态提示">
+                    <div class="grid gap-4 md:grid-cols-3">
+                        <MfEmpty title="暂无数据" description="创建第一条数据后，就能在这里查看。">
+                            <template #extra><MfButton variant="primary" @click="modalOpen = true">创建数据源</MfButton></template>
+                        </MfEmpty>
+                        <MfEmpty variant="search" title="未找到匹配结果" description="试试调整筛选条件或清空关键字。"/>
+                        <MfEmpty variant="initial" title="等待执行查询" description="选择数据源并执行 SQL，查询结果将显示在这里。"/>
+                    </div>
+                </MfCard>
+
                 <MfCard title="Overlay">
                     <div class="mb-4 overflow-x-auto rounded-mf-md border border-line p-3">
                         <div class="flex items-center justify-between gap-4">
diff --git a/core/metaforge-ui/src/components/MfEmpty.vue b/core/metaforge-ui/src/components/MfEmpty.vue
new file mode 100644
index 0000000000..c89a130e6d
--- /dev/null
+++ b/core/metaforge-ui/src/components/MfEmpty.vue
@@ -0,0 +1,47 @@
+<script setup lang="ts">
+import { computed } from 'vue'
+import MfLoadingIcon from './MfLoadingIcon.vue'
+
+type Variant = 'data' | 'search' | 'initial'
+
+const props = withDefaults(defineProps<{
+    title?: string
+    description?: string
+    variant?: Variant
+    size?: 'sm' | 'md'
+}>(), {
+    description: '',
+    variant: 'data',
+    size: 'md',
+})
+
+const defaults: Record<Variant, string> = {
+    data: 'No data',
+    search: 'No matches',
+    initial: 'Ready when you are',
+}
+const heading = computed(() => props.title ?? defaults[props.variant])
+</script>
+
+<template>
+    <div
+        class="flex w-full min-w-0 flex-col items-center justify-center text-center"
+        :class="size === 'sm' ? 'gap-2 px-3 py-5' : 'gap-3 px-5 py-10'"
+        role="status"
+    >
+        <slot name="icon">
+            <span class="inline-flex shrink-0 items-center justify-center rounded-mf-lg bg-primary/5 text-primary/40" :class="size === 'sm' ? 'size-12' : 'size-20'" aria-hidden="true">
+                <MfLoadingIcon :size="size === 'sm' ? 32 : 56" :loading="false"/>
+            </span>
+        </slot>
+        <div v-if="heading || $slots.title" class="max-w-full break-words text-sm font-medium text-content-secondary">
+            <slot name="title">{{ heading }}</slot>
+        </div>
+        <div v-if="description || $slots.description" class="max-w-sm break-words text-xs leading-5 text-content-tertiary">
+            <slot name="description">{{ description }}</slot>
+        </div>
+        <div v-if="$slots.extra" class="mt-1 flex flex-wrap items-center justify-center gap-2">
+            <slot name="extra"/>
+        </div>
+    </div>
+</template>
diff --git a/core/metaforge-ui/src/components/MfSelect.vue b/core/metaforge-ui/src/components/MfSelect.vue
index 020c23e8f4..2183c9934c 100644
--- a/core/metaforge-ui/src/components/MfSelect.vue
+++ b/core/metaforge-ui/src/components/MfSelect.vue
@@ -2,6 +2,8 @@
 import { computed, ref, watch } from 'vue'
 import clsx from 'clsx'
 import MfLoadingIcon from './MfLoadingIcon.vue'
+import MfEmpty from './MfEmpty.vue'
+import MfSpinner from './MfSpinner.vue'
 import { CONTROL_SIZES, TRANSITION, type MfControlSize, type MfSelectOption } from './common'
 import { useDismissableLayer } from '../composables/useDismissableLayer'
 
@@ -17,6 +19,9 @@ const props = withDefaults(defineProps<{
     disabled?: boolean
     invalid?: boolean
     loading?: boolean
+    emptyText?: string
+    noMatchText?: string
+    loadingText?: string
     /** Typing filters options by label (single select behaves like a combobox). */
     searchable?: boolean
     /** Override the default label-includes filter. */
@@ -31,6 +36,9 @@ const props = withDefaults(defineProps<{
     disabled: false,
     invalid: false,
     loading: false,
+    emptyText: 'No data',
+    noMatchText: 'No match',
+    loadingText: 'Loading…',
     searchable: false,
 })
 
@@ -254,9 +262,12 @@ watch(open, value => {
                 >
                     Create "{{ query.trim() }}"
                 </li>
-                <li v-if="loading && options.length === 0" class="px-2.5 py-2 text-sm text-content-tertiary">Loading…</li>
-                <li v-else-if="options.length === 0" class="px-2.5 py-2 text-sm text-content-tertiary">No data</li>
-                <li v-else-if="filteredOptions.length === 0 && !(tags && query.trim())" class="px-2.5 py-2 text-sm text-content-tertiary">No match</li>
+                <li v-if="loading && filteredOptions.length === 0" class="flex justify-center px-2.5 py-4" role="presentation">
+                    <MfSpinner size="sm" :label="loadingText"/>
+                </li>
+                <li v-else-if="!loading && filteredOptions.length === 0 && !(tags && query.trim())" role="presentation">
+                    <MfEmpty size="sm" :variant="query.trim() ? 'search' : 'data'" :title="query.trim() ? noMatchText : emptyText"/>
+                </li>
             </ul>
         </Transition>
     </div>
diff --git a/core/metaforge-ui/src/components/MfTable.vue b/core/metaforge-ui/src/components/MfTable.vue
index d70c180180..65e36226e2 100644
--- a/core/metaforge-ui/src/components/MfTable.vue
+++ b/core/metaforge-ui/src/components/MfTable.vue
@@ -2,6 +2,7 @@
 import { computed } from 'vue'
 import clsx from 'clsx'
 import MfSpinner from './MfSpinner.vue'
+import MfEmpty from './MfEmpty.vue'
 
 export interface MfTableColumn {
     title: string
@@ -23,6 +24,8 @@ const props = withDefaults(defineProps<{
     hoverable?: boolean
   /** Empty-state text. */
     emptyText?: string
+    emptyDescription?: string
+    emptyVariant?: 'data' | 'search' | 'initial'
 }>(), {
     columns: () => [],
     dataSource: () => [],
@@ -32,6 +35,8 @@ const props = withDefaults(defineProps<{
     striped: false,
     hoverable: true,
     emptyText: 'No data',
+    emptyDescription: '',
+    emptyVariant: 'data',
 })
 
 defineEmits<{
@@ -98,8 +103,10 @@ function display(record: T, column: MfTableColumn): unknown {
                     </td>
                 </tr>
                 <tr v-if="rows.length === 0">
-                    <td :colspan="columns.length" class="px-3 py-8 text-center text-sm text-content-tertiary">
-                        <slot name="emptyText">{{ emptyText }}</slot>
+                    <td :colspan="Math.max(columns.length, 1)" class="px-3 py-3 text-center text-sm text-content-tertiary">
+                        <slot name="emptyText">
+                            <MfEmpty :title="emptyText" :description="emptyDescription" :variant="emptyVariant" size="sm"/>
+                        </slot>
                     </td>
                 </tr>
             </tbody>
diff --git a/core/metaforge-ui/src/index.ts b/core/metaforge-ui/src/index.ts
index fa081cdd5a..a793078aa8 100644
--- a/core/metaforge-ui/src/index.ts
+++ b/core/metaforge-ui/src/index.ts
@@ -13,6 +13,7 @@ import MfDivider from './components/MfDivider.vue'
 import MfDatePicker from './components/MfDatePicker.vue'
 import MfDrawer from './components/MfDrawer.vue'
 import MfDropdown from './components/MfDropdown.vue'
+import MfEmpty from './components/MfEmpty.vue'
 import MfForm from './components/MfForm.vue'
 import MfFormItem from './components/MfFormItem.vue'
 import MfInput from './components/MfInput.vue'
@@ -59,6 +60,7 @@ export const components = {
     MfDatePicker,
     MfDrawer,
     MfDropdown,
+    MfEmpty,
     MfForm,
     MfFormItem,
     MfInput,
@@ -116,6 +118,7 @@ export {
     MfDatePicker,
     MfDrawer,
     MfDropdown,
+    MfEmpty,
     MfForm,
     MfFormItem,
     MfInput,
diff --git a/core/metaforge-ui/tests/empty-state.test.mjs b/core/metaforge-ui/tests/empty-state.test.mjs
new file mode 100644
index 0000000000..cdeb65a347
--- /dev/null
+++ b/core/metaforge-ui/tests/empty-state.test.mjs
@@ -0,0 +1,67 @@
+import assert from 'node:assert/strict'
+import test from 'node:test'
+import { h, nextTick, ref } from 'vue'
+import { component } from './component.mjs'
+import { click, InteractionEvent, mountHost } from './interaction-host.mjs'
+
+const Table = await component('MfTable')
+const Select = await component('MfSelect')
+
+test('table distinguishes pending, empty and populated results without displaying empty during loading', async () => {
+    const loading = ref(false)
+    const rows = ref([])
+    const host = mountHost(() => h(Table, { loading: loading.value, dataSource: rows.value, emptyText: '暂无数据' }))
+    try {
+        assert.ok(host.container.textContent.includes('暂无数据'))
+        assert.equal(host.find(node => node.tag === 'td').props.colspan, 1)
+        loading.value = true
+        await nextTick()
+        assert.ok(!host.container.textContent.includes('暂无数据'))
+        assert.ok(host.find(node => node.props['aria-busy'] === true))
+        rows.value = [{ id: 1 }]
+        loading.value = false
+        await nextTick()
+        assert.ok(!host.container.textContent.includes('暂无数据'))
+        assert.ok(host.find(node => node.tag === 'tr' && node.props.onClick))
+    }
+    finally { host.unmount() }
+})
+
+test('table preserves a custom empty slot and its action', async () => {
+    let calls = 0
+    const host = mountHost(h(Table, {}, { emptyText: () => h('button', { onClick: () => calls++ }, 'Create source') }))
+    try {
+        assert.ok(!host.container.textContent.includes('No data'))
+        await click(host.document, host.find(node => node.tag === 'button'))
+        assert.equal(calls, 1)
+    }
+    finally { host.unmount() }
+})
+
+test('Select suppresses empty while pending and distinguishes missing options from unmatched search', async () => {
+    const originalFrame = globalThis.requestAnimationFrame
+    globalThis.requestAnimationFrame = callback => { queueMicrotask(() => callback(0)); return 1 }
+    const loading = ref(true)
+    const options = ref([])
+    const host = mountHost(() => h(Select, {
+        searchable: true, loading: loading.value, options: options.value,
+        emptyText: '暂无选项', noMatchText: '没有匹配选项', loadingText: '正在获取选项',
+    }))
+    try {
+        await click(host.document, host.find(node => node.props.class?.includes('mf-invalidable')))
+        assert.ok(host.container.textContent.includes('正在获取选项'))
+        assert.ok(!host.container.textContent.includes('暂无选项'))
+        loading.value = false
+        await nextTick()
+        assert.ok(host.container.textContent.includes('暂无选项'))
+        options.value = [{ label: 'MySQL', value: 'mysql' }]
+        await nextTick()
+        const input = host.find(node => node.tag === 'input')
+        input.value = 'Oracle'
+        input.dispatchEvent(new InteractionEvent('input', [input]))
+        await nextTick()
+        assert.ok(host.container.textContent.includes('没有匹配选项'))
+        assert.ok(!host.container.textContent.includes('暂无选项'))
+    }
+    finally { host.unmount(); globalThis.requestAnimationFrame = originalFrame }
+})
diff --git a/core/metaforge-web/src/model/query-result-state.ts b/core/metaforge-web/src/model/query-result-state.ts
new file mode 100644
index 0000000000..14438781ea
--- /dev/null
+++ b/core/metaforge-web/src/model/query-result-state.ts
@@ -0,0 +1,11 @@
+import type { ResponseModel } from './response'
+
+export type QueryResultState = 'loading' | 'initial' | 'error' | 'empty' | 'ready'
+
+/** Presentation states follow the server response; a failed query is never an empty result. */
+export function queryResultState(response: ResponseModel | null | undefined, running: boolean): QueryResultState {
+    if (running) return 'loading'
+    if (!response) return 'initial'
+    if (!response.status) return 'error'
+    return Array.isArray(response.data?.columns) && response.data.columns.length > 0 ? 'ready' : 'empty'
+}
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
index 48d431ceb2..e4074090d8 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
@@ -86,16 +86,16 @@
                      @first-data-rendered="onFirstDataRendered"
                      @pagination-changed="onPaginationChanged"/>
 
-        <div v-else-if="!running" class="flex h-full flex-col items-center justify-center gap-2 py-10">
-          <Inbox :size="42" stroke-width="1.2" class="text-content-placeholder"/>
-          <div class="text-sm font-medium text-content-secondary">{{ $t('query.result.empty') }}</div>
-          <div class="max-w-md text-center text-xs text-content-tertiary">
-            {{ failureMessage ?? $t('query.result.emptyTip') }}
-          </div>
-        </div>
+        <MfEmpty v-else-if="resultState === 'initial'" class="h-full" variant="initial"
+                 :title="$t('query.result.initial')" :description="$t('query.result.initialTip')"/>
+        <MfAlert v-else-if="resultState === 'error'" variant="danger" class="m-4" :title="$t('query.message.failed')">
+          <span class="whitespace-pre-wrap break-words">{{ failureMessage }}</span>
+        </MfAlert>
+        <MfEmpty v-else-if="resultState === 'empty'" class="h-full"
+                 :title="$t('query.result.empty')" :description="$t('query.result.emptyTip')"/>
       </template>
 
-      <div v-else class="h-full overflow-y-auto p-4">
+      <div v-else-if="hasResponse" class="h-full overflow-y-auto p-4">
         <div class="flex flex-col gap-2">
           <div class="flex items-start gap-2 rounded-mf-md border border-line px-3 py-2">
             <CircleCheck v-if="isSuccess" :size="15" class="mt-0.5 shrink-0 text-success"/>
@@ -118,6 +118,8 @@
           </div>
         </div>
       </div>
+      <MfEmpty v-else-if="!running" class="h-full" variant="initial"
+               :title="$t('query.result.initial')" :description="$t('query.result.initialTip')"/>
     </div>
 
     <div v-if="activeTab === 'results' && hasRows" class="flex shrink-0 items-center justify-between border-t border-line px-3 py-2">
@@ -154,12 +156,13 @@ import { useI18n } from 'vue-i18n'
 import { AgGridVue } from 'ag-grid-vue3'
 import 'ag-grid-community/styles/ag-grid.css'
 import '@/views/components/grid/ag-theme-metaforge.css'
-import { ChartColumn, CircleAlert, CircleCheck, Download, Inbox, Plus, RefreshCw, Search } from '@lucide/vue'
+import { ChartColumn, CircleAlert, CircleCheck, Download, Plus, RefreshCw, Search } from '@lucide/vue'
 import GridOptions from '@/views/components/grid/GridOptions'
 import { GridColumn } from '@/views/components/grid/GridColumn'
 import { GridConfigure } from '@/views/components/grid/GridConfigure'
 import GridVisual from '@/views/components/grid/GridVisual.vue'
 import { ResponseModel } from '@/model/response'
+import { queryResultState } from '@/model/query-result-state'
 
 defineOptions({ name: 'QueryResultPanel' })
 
@@ -203,6 +206,7 @@ const tabs = computed(() => [
 const pageSizeOptions = [50, 100, 200, 500, 1000].map(size => ({ label: String(size), value: size }))
 
 const hasResponse = computed(() => !!props.response)
+const resultState = computed(() => queryResultState(props.response, props.running))
 const isSuccess = computed(() => !!props.response?.status)
 const failureMessage = computed(() => (!isSuccess.value && props.response?.message) ? props.response.message : null)
 
diff --git a/core/metaforge-web/tests/query-result-state.test.mjs b/core/metaforge-web/tests/query-result-state.test.mjs
new file mode 100644
index 0000000000..49ed128be5
--- /dev/null
+++ b/core/metaforge-web/tests/query-result-state.test.mjs
@@ -0,0 +1,33 @@
+import assert from 'node:assert/strict'
+import { readFile } from 'node:fs/promises'
+import test from 'node:test'
+import ts from 'typescript'
+
+const source = await readFile(new URL('../src/model/query-result-state.ts', import.meta.url), 'utf8')
+const { outputText } = ts.transpileModule(source, { compilerOptions: { module: ts.ModuleKind.ESNext, target: ts.ScriptTarget.ES2020 } })
+const { queryResultState } = await import(`data:text/javascript;base64,${Buffer.from(outputText).toString('base64')}`)
+
+test('pending queries never present a previous response as empty or failed', () => {
+    for (const response of [null, { status: false }, { status: true, data: { columns: [] } }]) {
+        assert.equal(queryResultState(response, true), 'loading')
+    }
+})
+
+test('a result without a response is waiting for the first query', () => {
+    assert.equal(queryResultState(null, false), 'initial')
+    assert.equal(queryResultState(undefined, false), 'initial')
+})
+
+test('server failure wins over missing or stale result data', () => {
+    assert.equal(queryResultState({ status: false, message: 'Access denied' }, false), 'error')
+    assert.equal(queryResultState({ status: false, data: { columns: [{ id: 1 }] } }, false), 'error')
+})
+
+test('successful zero-row queries and statements without result sets are empty', () => {
+    assert.equal(queryResultState({ status: true, data: { columns: [] } }, false), 'empty')
+    assert.equal(queryResultState({ status: true }, false), 'empty')
+})
+
+test('a real result row remains data even when all its values are empty or zero', () => {
+    assert.equal(queryResultState({ status: true, data: { columns: [{ value: 0, name: '', optional: null }] } }, false), 'ready')
+})

From 240aa31f700177b9d5ab6c5c18a3746c22b8d5e8 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:18:55 -0400
Subject: [PATCH 17/56] fix(ui): space tree rows four pixels apart

Hover and selected backgrounds of adjacent tree rows sat two pixels
apart and read as touching; use the shared four-pixel vertical gap
convention for the root list and nested levels alike
---
 core/metaforge-ui/src/components/MfTree.vue         | 2 +-
 core/metaforge-ui/src/components/MfTreeNodeItem.vue | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/core/metaforge-ui/src/components/MfTree.vue b/core/metaforge-ui/src/components/MfTree.vue
index 4adf77e4f4..fb786f37a1 100644
--- a/core/metaforge-ui/src/components/MfTree.vue
+++ b/core/metaforge-ui/src/components/MfTree.vue
@@ -80,7 +80,7 @@ provide('mfTree', {
 </script>
 
 <template>
-    <ul role="tree" class="flex flex-col gap-0.5">
+    <ul role="tree" class="flex flex-col gap-1">
         <MfTreeNodeItem v-for="node in data" :key="node.key" :node="node">
             <template #title="{ node: item }">
                 <slot name="title" :node="item" />
diff --git a/core/metaforge-ui/src/components/MfTreeNodeItem.vue b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
index 9e0feadbeb..1b6b5200fb 100644
--- a/core/metaforge-ui/src/components/MfTreeNodeItem.vue
+++ b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
@@ -56,7 +56,7 @@ const rowClass = computed(() => clsx(
         </div>
         <div
             v-if="node.children?.length && expanded"
-            class="ml-3.5 flex flex-col gap-0.5 pl-1.5"
+            class="ml-3.5 flex flex-col gap-1 pl-1.5"
         >
             <MfTreeNodeItem v-for="child in node.children" :key="child.key" :node="child">
                 <template #title="{ node: childNode }: { node: MfTreeNode }">

From 450abd0310ec91c72f5047c677e3247eb7c65809 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:21:14 -0400
Subject: [PATCH 18/56] fix(query): keep metadata databases collapsed after
 selecting a source

The tree auto-expanded the first database and prefetched its tables;
databases now stay collapsed until they are expanded manually
---
 .../src/views/components/tree/MetadataTree.vue   | 16 ----------------
 1 file changed, 16 deletions(-)

diff --git a/core/metaforge-web/src/views/components/tree/MetadataTree.vue b/core/metaforge-web/src/views/components/tree/MetadataTree.vue
index 30e7bea69f..f260c5e4d8 100644
--- a/core/metaforge-web/src/views/components/tree/MetadataTree.vue
+++ b/core/metaforge-web/src/views/components/tree/MetadataTree.vue
@@ -225,7 +225,6 @@ const handleInitialize = () => {
                            isLeaf: false
                          })
                        })
-                       expandFirstDatabase()
                      }
                      else {
                        errorMessage.value = response.data.message
@@ -235,21 +234,6 @@ const handleInitialize = () => {
   }
 }
 
-/** Expand the first database so the tables group shows up without an extra click. */
-const expandFirstDatabase = () => {
-  const first = data.value[0]
-  if (!first || expandedKeys.value.length > 0) {
-    return
-  }
-  loadTables(first)
-    .then(children => {
-      const group = buildTablesGroup(first, children)
-      data.value = updateTreeChildren(data.value, first.key, [group])
-      first.children = [group]
-      expandedKeys.value = [first.key]
-    })
-}
-
 watch(() => props.code, () => handleInitialize())
 
 handleInitialize()

From 380466e0e56a448e0f957259da9016dfbb957a37 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:26:51 -0400
Subject: [PATCH 19/56] fix(web): use the shared loading icon for username
 availability check

The rename form showed a frozen loader glyph while checking username
availability; swap it for the shared branded loading icon
---
 .../pages/admin/user/security/components/UsernameForm.vue     | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/user/security/components/UsernameForm.vue b/core/metaforge-web/src/views/pages/admin/user/security/components/UsernameForm.vue
index 5a49586de4..59c11477f3 100644
--- a/core/metaforge-web/src/views/pages/admin/user/security/components/UsernameForm.vue
+++ b/core/metaforge-web/src/views/pages/admin/user/security/components/UsernameForm.vue
@@ -24,7 +24,7 @@
                   <template #suffix>
                     <CircleCheck :size="14" v-if="checkState === 'success'" class="dc-rename__check--success"/>
                     <CircleX :size="14" v-else-if="checkState === 'error'" class="dc-rename__check--error"/>
-                    <LoaderCircle :size="14" v-else-if="checkState === 'loading'" class="dc-rename__check--loading"/>
+                    <MfLoadingIcon v-else-if="checkState === 'loading'" :size="14" class="dc-rename__check--loading"/>
                   </template>
                 </MfInput>
                 <div v-if="checkState === 'error'" class="dc-rename__field-error">{{ checkMessage }}</div>
@@ -81,7 +81,7 @@ import { ref } from 'vue'
 import { useI18n } from 'vue-i18n'
 import { useRouter } from 'vue-router'
 import { MfMessage } from 'metaforge-ui'
-import { CircleCheck, CircleX, LoaderCircle, ShieldCheck } from '@lucide/vue'
+import { CircleCheck, CircleX, ShieldCheck } from '@lucide/vue'
 import UserService from '@/services/user'
 import { UsernameModel } from '@/model/user'
 import Common from '@/utils/common'

From 86e96ef0390693b5eb076d110ac915adeb2cf849 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:29:12 -0400
Subject: [PATCH 20/56] fix(query): load the structure tab with the shared
 spinner

The structure column list still showed a skeleton while loading;
use the same branded spinner as the rest of the console
---
 .../src/views/pages/admin/query/QuerySidePanel.vue            | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
index 4df8db5cca..e54d0fad70 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -132,7 +132,9 @@
             <span class="truncate font-medium text-content">{{ selectedTable.database }}.{{ selectedTable.table }}</span>
           </div>
 
-          <MfSkeleton v-if="loadingStructure" active class="mt-1"/>
+          <div v-if="loadingStructure" class="flex justify-center py-6">
+            <MfSpinner size="md"/>
+          </div>
 
           <div v-else class="flex flex-col gap-1">
             <div v-for="column in structureColumns"

From 20d493d72c7b7fe0f039c0ed9c42448c4f5f400e Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:32:43 -0400
Subject: [PATCH 21/56] refactor(ui): reuse branded empty states for initial
 prompts

---
 core/metaforge-ui/src/components/MfEmpty.vue  |  2 +-
 .../views/components/visual/VisualEditor.vue  |  6 +++---
 .../metadata/components/MetadataContent.vue   |  2 +-
 .../src/views/pages/admin/query/QueryHome.vue |  8 ++------
 .../pages/admin/query/QuerySidePanel.vue      | 20 +++++--------------
 .../pages/admin/query/QuerySourcePicker.vue   |  2 +-
 6 files changed, 13 insertions(+), 27 deletions(-)

diff --git a/core/metaforge-ui/src/components/MfEmpty.vue b/core/metaforge-ui/src/components/MfEmpty.vue
index c89a130e6d..6d582f6024 100644
--- a/core/metaforge-ui/src/components/MfEmpty.vue
+++ b/core/metaforge-ui/src/components/MfEmpty.vue
@@ -26,7 +26,7 @@ const heading = computed(() => props.title ?? defaults[props.variant])
 <template>
     <div
         class="flex w-full min-w-0 flex-col items-center justify-center text-center"
-        :class="size === 'sm' ? 'gap-2 px-3 py-5' : 'gap-3 px-5 py-10'"
+        :class="size === 'sm' ? 'gap-2 px-3 py-3' : 'gap-3 px-5 py-10'"
         role="status"
     >
         <slot name="icon">
diff --git a/core/metaforge-web/src/views/components/visual/VisualEditor.vue b/core/metaforge-web/src/views/components/visual/VisualEditor.vue
index 0f731f0335..67fa8d9a8a 100644
--- a/core/metaforge-web/src/views/components/visual/VisualEditor.vue
+++ b/core/metaforge-web/src/views/components/visual/VisualEditor.vue
@@ -6,7 +6,7 @@
           <MfSpinner size="lg"/>
         </div>
 
-        <MfAlert v-if="configuration?.headers.length === 0 && !configuration?.message" class="mt-20" :title="$t('dataset.tip.adhocDnd')"/>
+        <MfEmpty v-if="!loading && configuration?.headers.length === 0 && !configuration?.message" variant="initial" :title="$t('dataset.tip.adhocDnd')"/>
 
         <MfAlert v-else-if="configuration?.message" class="mt-20" :title="configuration.message" variant="danger"/>
 
@@ -215,9 +215,9 @@
             <MfSpinner/>
           </div>
           <div v-if="configuration" class="flex items-center justify-center">
-            <MfAlert v-if="configuration.type === Type.TABLE" :title="$t('dataset.common.visualConfigureNotSpecified')"/>
+            <MfEmpty v-if="configuration.type === Type.TABLE && !localLoading" size="sm" :title="$t('dataset.common.visualConfigureNotSpecified')"/>
 
-            <MfButton v-else @click="configureVisible = true">{{ $t('common.configure') }}</MfButton>
+            <MfButton v-else-if="configuration.type !== Type.TABLE" @click="configureVisible = true">{{ $t('common.configure') }}</MfButton>
           </div>
         </div>
       </MfCard>
diff --git a/core/metaforge-web/src/views/layouts/metadata/components/MetadataContent.vue b/core/metaforge-web/src/views/layouts/metadata/components/MetadataContent.vue
index 0c6fce77f1..6b88d89f35 100644
--- a/core/metaforge-web/src/views/layouts/metadata/components/MetadataContent.vue
+++ b/core/metaforge-web/src/views/layouts/metadata/components/MetadataContent.vue
@@ -1,6 +1,6 @@
 <template>
   <div v-if="!originalDatabase">
-    <MfAlert variant="warning" :title="$t('source.tip.notSelectedNode')"/>
+    <MfEmpty variant="initial" :title="$t('source.tip.notSelectedNode')"/>
   </div>
 
   <MfTabs v-else v-model:active-key="selectTab" @change="onChange">
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index 33e50fc568..fd1e3eb43d 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -24,9 +24,7 @@
                     :keyword="treeKeyword"
                     @select-table="onSelectTable"/>
 
-      <div v-else class="flex flex-1 items-center justify-center px-4 pb-6 text-center text-xs text-content-tertiary">
-        {{ $t('source.tip.selected') }}
-      </div>
+      <MfEmpty v-else class="flex-1" size="sm" variant="initial" :title="$t('source.tip.selected')"/>
     </aside>
 
     <div v-show="!focusMode"
@@ -206,9 +204,7 @@
         </div>
 
         <div class="min-h-0 flex-1">
-          <div v-if="!selectSource.code" class="flex h-full items-center justify-center">
-            <MfAlert :title="$t('source.tip.selected')"/>
-          </div>
+          <MfEmpty v-if="!selectSource.code" class="h-full" size="sm" variant="initial" :title="$t('source.tip.selected')"/>
 
           <AceEditor v-else
                      :key="`ace-configure-${ editorConfigureKey }`"
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
index e54d0fad70..2e7a07d104 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -62,9 +62,7 @@
             <div class="mt-1 truncate font-mono text-xs text-content-tertiary">{{ item.query }}</div>
           </div>
 
-          <div v-if="!loadingDatasets && filteredDatasets.length === 0" class="py-6 text-center text-sm text-content-tertiary">
-            {{ $t('query.side.empty') }}
-          </div>
+          <MfEmpty v-if="!loadingDatasets && filteredDatasets.length === 0" size="sm" :title="$t('query.side.empty')"/>
         </div>
       </template>
 
@@ -115,16 +113,12 @@
             <div class="mt-1 truncate font-mono text-xs text-content-tertiary">{{ item.context }}</div>
           </div>
 
-          <div v-if="!loadingSnippets && filteredSnippets.length === 0" class="py-6 text-center text-sm text-content-tertiary">
-            {{ $t('query.side.empty') }}
-          </div>
+          <MfEmpty v-if="!loadingSnippets && filteredSnippets.length === 0" size="sm" :title="$t('query.side.empty')"/>
         </div>
       </template>
 
       <template v-else-if="activeTab === 'structure'">
-        <div v-if="!selectedTable" class="py-10 text-center text-sm text-content-tertiary">
-          {{ $t('query.side.structureTip') }}
-        </div>
+        <MfEmpty v-if="!selectedTable" size="sm" variant="initial" :title="$t('query.side.structureTip')"/>
 
         <template v-else>
           <div class="flex items-center gap-1.5 text-sm text-content-secondary">
@@ -146,9 +140,7 @@
               <MfTag size="sm">{{ column.type_name }}</MfTag>
             </div>
 
-            <div v-if="structureColumns.length === 0" class="py-6 text-center text-sm text-content-tertiary">
-              {{ $t('query.side.empty') }}
-            </div>
+            <MfEmpty v-if="structureColumns.length === 0" size="sm" :title="$t('query.side.empty')"/>
           </div>
         </template>
       </template>
@@ -175,9 +167,7 @@
             </div>
           </div>
 
-          <div v-if="!loadingHistories && filteredHistories.length === 0" class="py-6 text-center text-sm text-content-tertiary">
-            {{ $t('query.side.empty') }}
-          </div>
+          <MfEmpty v-if="!loadingHistories && filteredHistories.length === 0" size="sm" :title="$t('query.side.empty')"/>
         </div>
       </template>
     </div>
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
index 603cbc3b43..4036384349 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
@@ -38,7 +38,7 @@
               </div>
             </template>
             <template v-else-if="filteredOptions.length === 0">
-              <div class="py-4 text-center text-sm text-content-tertiary">{{ $t('query.tip.noSource') }}</div>
+              <MfEmpty size="sm" :variant="keyword.trim() ? 'search' : 'data'" :title="$t('query.tip.noSource')"/>
             </template>
             <button v-for="item in filteredOptions"
                     :key="item.value"

From ee57ff6155e89e994409d4e43d6301f68c2069a6 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:33:14 -0400
Subject: [PATCH 22/56] fix(ui): gap the parent row and its first tree child

The children container butted against the parent row, so a hovered
parent and a highlighted first child touched; add the same four-pixel
gap above the container as between siblings
---
 core/metaforge-ui/src/components/MfTreeNodeItem.vue | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/core/metaforge-ui/src/components/MfTreeNodeItem.vue b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
index 1b6b5200fb..70225438b9 100644
--- a/core/metaforge-ui/src/components/MfTreeNodeItem.vue
+++ b/core/metaforge-ui/src/components/MfTreeNodeItem.vue
@@ -56,7 +56,7 @@ const rowClass = computed(() => clsx(
         </div>
         <div
             v-if="node.children?.length && expanded"
-            class="ml-3.5 flex flex-col gap-1 pl-1.5"
+            class="ml-3.5 mt-1 flex flex-col gap-1 pl-1.5"
         >
             <MfTreeNodeItem v-for="child in node.children" :key="child.key" :node="child">
                 <template #title="{ node: childNode }: { node: MfTreeNode }">

From cf02adeb6c84dbe03337dce0f516ebea75fdfcf0 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:35:43 -0400
Subject: [PATCH 23/56] fix(query): scroll the side panel body when content
 overflows

The structure column list was clipped by the panel without a
scrollbar; the shared tab body now scrolls for every tab
---
 .../src/views/pages/admin/query/QuerySidePanel.vue              | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
index 2e7a07d104..fecef6aa75 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -14,7 +14,7 @@
       </MfTooltip>
     </div>
 
-    <div class="flex flex-col gap-2.5 p-3">
+    <div class="flex min-h-0 flex-1 flex-col gap-2.5 overflow-y-auto p-3">
       <template v-if="activeTab === 'datasets'">
         <MfButton variant="primary" size="sm" block :disabled="!sourceCode" @click="emit('add-dataset')">
           <Plus :size="14"/>

From f9732388da54817e5bf363c41f293344350f5b81 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:39:46 -0400
Subject: [PATCH 24/56] fix(ui): replace the button icon with the loading glyph

Buttons with a slot icon showed two glyphs while loading; the shared
loading icon now hides every svg inside the slot until loading ends
---
 core/metaforge-ui/src/components/MfButton.vue | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/core/metaforge-ui/src/components/MfButton.vue b/core/metaforge-ui/src/components/MfButton.vue
index 170fc7cb92..f1bed2c1c8 100644
--- a/core/metaforge-ui/src/components/MfButton.vue
+++ b/core/metaforge-ui/src/components/MfButton.vue
@@ -47,7 +47,9 @@ const classes = computed(() => clsx(
 
 <template>
     <button :type="type" :class="classes" :disabled="disabled || loading" :aria-busy="loading || undefined">
-        <MfLoadingIcon v-if="loading" :size="16" class="-ml-0.5"/>
-        <slot />
+        <MfLoadingIcon v-if="loading" :size="16" class="-ml-0.5 shrink-0"/>
+        <!-- While loading the shared icon replaces any slot icon: exactly one glyph shows. -->
+        <span v-if="loading" class="inline-flex items-center [&_svg]:hidden"><slot /></span>
+        <slot v-else />
     </button>
 </template>

From d76f0a75f56c135b6e489d35bc449a89cc2715ec Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:42:40 -0400
Subject: [PATCH 25/56] fix(query): show the source plugin icon on the picker
 trigger

The selected-source card used a generic database glyph while the
dropdown items showed the plugin logo; the trigger now renders the
same plugin avatar (generic glyph only as the empty placeholder)
---
 .../src/views/pages/admin/query/QuerySourcePicker.vue      | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
index 4036384349..a3ddf0afe6 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
@@ -5,7 +5,12 @@
               type="button"
               class="flex w-full min-w-0 items-center gap-2.5 rounded-mf-md border border-line bg-surface px-2.5 py-2 text-left transition-[border-color,background-color] duration-(--mf-duration-base) ease-(--mf-easing) hover:bg-surface-hover"
               :class="open && 'border-primary'">
-        <span class="flex size-8 shrink-0 items-center justify-center rounded-mf-full bg-primary/10">
+        <MfAvatar v-if="current"
+                  size="sm"
+                  :src="`/static/images/plugin/${ String(current.type).toLowerCase() }.svg`"
+                  :alt="current.type"
+                  class="shrink-0"/>
+        <span v-else class="flex size-8 shrink-0 items-center justify-center rounded-mf-full bg-primary/10">
           <Database :size="15" class="text-primary"/>
         </span>
 

From af1f79a26584ef052d72c6d3d6417cd3dcb66303 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Tue, 27 Oct 2026 19:56:09 -0400
Subject: [PATCH 26/56] fix(web): render ace editors inside flex and overlay
 hosts

VAceEditor has no intrinsic width, so as a flex child (snippet form
item) it collapsed to zero and could neither render nor accept input;
give it a 100 percent width and re-measure once after mount for
transition hosts
---
 .../src/views/components/editor/AceEditor.vue            | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/core/metaforge-web/src/views/components/editor/AceEditor.vue b/core/metaforge-web/src/views/components/editor/AceEditor.vue
index 31d6971cdd..b7cab20463 100644
--- a/core/metaforge-web/src/views/components/editor/AceEditor.vue
+++ b/core/metaforge-web/src/views/components/editor/AceEditor.vue
@@ -2,7 +2,7 @@
   <VAceEditor lang="mysql"
               :value="internalValue as string"
               :theme="configure?.theme || 'chrome'"
-              :style="{ height: height, fontSize: configure?.fontSize || 12 + 'px' }"
+              :style="{ height: height, width: '100%', fontSize: configure?.fontSize || 12 + 'px' }"
               :key="key"
               :options="{ enableSnippets: true, enableLiveAutocompletion: true, readOnly: readOnly }"
               @init="handlerEditorDidMount($event, 'mysql')"
@@ -97,7 +97,12 @@ export default defineComponent({
   methods: {
     handlerEditorDidMount(editor: Editor, _language: string)
     {
-      this.$emit('created', editor)
+      this.$emit('created', editor);
+      // ace.edit() measures its container once; hosts that mount inside
+      // drawer/modal transitions can hand it a zero-width container, so
+      // re-measure after the browser has painted the final geometry.
+      requestAnimationFrame(() => editor.resize());
+      setTimeout(() => editor.resize(), 200);
       try {
         langTools.addCompleter({
           // @ts-ignore

From 322ffeb04e3a9618f81721cdc55500c654e20753 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:07:00 -0400
Subject: [PATCH 27/56] feat(dataset): rework the list page into the shared
 filter-table layout

Follow the admin user page: filters and tools on top, the table below,
title and create action inside the shared DataTable header. Drop the
page banner and per-page statistic cards that duplicated table data
---
 .../views/pages/admin/dataset/DatasetHome.vue | 64 +++++++++++++------
 1 file changed, 45 insertions(+), 19 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
index 58bb47f678..8b2cb0993e 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
@@ -1,23 +1,30 @@
 <template>
 
-    <DataTable filterable :filter-fields="tableFilters" :title="$t('dataset.common.list')"
-               :columns="headers"
-               :data-source="data"
-               :loading="loading"
-               :page-index="pageIndex"
-               :page-size="pageSize"
-               :total="dataCount"
-               @refresh="handleInitialize"
-               @search="onSearch"
-               @reset="onSearch"
-               @page-change="onPageChange"
-               @size-change="onSizeChange">
+  <DataTable filterable :filter-fields="tableFilters"
+             :title="$t('common.dataset')"
+             :description="$t('dataset.editor.listHint')"
+             :columns="headers"
+             :data-source="data"
+             :loading="loading"
+             :page-index="pageIndex"
+             :page-size="pageSize"
+             :total="dataCount"
+             @refresh="handleInitialize"
+             @search="onSearch"
+             @reset="onSearch"
+             @page-change="onPageChange"
+             @size-change="onSizeChange">
+    <template #actions>
+      <MfButton variant="primary" @click="openWizard()">
+        <Plus :size="16"/>
+        {{ $t('dataset.common.create') }}
+      </MfButton>
+    </template>
       <template #bodyCell="{ column, record }">
-        <template v-if="column.key === 'source'">
-          <MfTooltip :content="record?.source.type">
-            <MfAvatar size="sm" :src="'/static/images/plugin/' + record?.source.type.toLowerCase() + '.svg'" :alt="record?.source.type"/>
-          </MfTooltip>
+        <template v-if="column.key === 'name'">
+          <div class="flex items-start gap-3"><Database :size="20" class="mt-1 shrink-0 text-primary"/><div><router-link :to="`/dataset/detail/${record.code}`" class="font-semibold text-content hover:text-primary">{{ record.name }}</router-link><p class="mt-1 text-xs text-content-tertiary">{{ record.source?.type }} · {{ record.source?.name }}</p><MfTag v-if="record.state?.length" class="mt-1" size="sm" :variant="isSuccess(record.state) ? 'primary' : 'default'">{{ getState(record.state) }}</MfTag></div></div>
         </template>
+        <template v-else-if="column.key === 'columnCount'"><MfLoadingIcon v-if="fieldCounts[record.code] === undefined" :size="14"/><span v-else>{{ fieldCounts[record.code] ?? '—' }}</span></template>
         <template v-else-if="column.key === 'syncMode'">
           <MfTag v-if="record?.syncMode === 'MANUAL'">{{ $t('dataset.common.syncModeManual') }}</MfTag>
           <MfTag v-else-if="record?.syncMode === 'TIMING'">{{ $t('dataset.common.syncModeTiming') }}</MfTag>
@@ -33,6 +40,8 @@
         </template>
         <template v-else-if="column.key === 'action'">
           <MfSpace>
+            <MfTooltip :content="$t('dataset.common.info')"><router-link :to="`/dataset/detail/${record.code}`"><MfButton variant="ghost" size="sm" :aria-label="$t('dataset.common.info')"><Eye :size="15"/></MfButton></router-link></MfTooltip>
+            <MfTooltip :content="$t('dataset.common.modify')"><MfButton variant="ghost" size="sm" :aria-label="$t('dataset.common.modify')" @click="openWizard(record.code)"><Pencil :size="15"/></MfButton></MfTooltip>
             <MfTooltip :content="$t('dataset.common.adhoc')">
               <router-link v-if="isSuccess(record?.state)" :to="`/dataset/adhoc/${ record?.code }`" target="_blank">
                 <MfButton variant="ghost" size="sm">
@@ -52,7 +61,7 @@
               <template #overlay>
                 <MfMenu>
                   <MfMenuItem key_="info">
-                    <router-link :to="`/dataset/info/${ record?.code }`" target="_blank" class="flex items-center">
+                    <router-link :to="`/dataset/detail/${ record?.code }`" target="_blank" class="flex items-center">
                       <Info :size="15" />
                       <span class="ml-2">{{ $t('dataset.common.info') }}</span>
                     </router-link>
@@ -107,6 +116,9 @@
       </template>
     </DataTable>
 
+    <div class="flex flex-wrap items-center justify-between gap-4 rounded-mf-lg border border-dashed border-primary/25 bg-primary/5 p-5"><div><p class="text-sm font-semibold">{{ $t('dataset.prototype.anotherDataset') }}</p><p class="mt-1 text-xs text-content-tertiary">{{ $t('dataset.prototype.manualModeHint') }}</p></div><MfButton @click="openWizard()"><Plus :size="15"/>{{ $t('dataset.prototype.startBlank') }}</MfButton></div>
+  <DatasetWizard v-if="wizardVisible" embedded :dataset-code="editingCode" @close="wizardVisible = false" @submitted="onSubmitted"/>
+
   <DatasetRebuild v-if="rebuildVisible"
                   :is-visible="rebuildVisible"
                   :data="contextData"
@@ -139,13 +151,15 @@
 </template>
 
 <script setup lang="ts">
-import { onMounted, ref } from 'vue'
+import { onBeforeUnmount, onMounted, ref } from 'vue'
 import { FilterModel, type TableFilters } from '@/model/filter'
 import { useDatasetHeaders } from './DatasetUtils'
 import { DatasetModel } from '@/model/dataset'
 import { useUtil } from '@/utils/common'
 import DataTable from '@/views/components/table/DataTable.vue'
 import { useTableFilters } from '@/views/components/table/tableFilters'
+import DatasetWizard from './DatasetWizard.vue'
+import { useRouter } from 'vue-router'
 import DatasetService from '@/services/dataset'
 import DatasetState from '@/views/pages/admin/dataset/components/DatasetState.vue'
 import DatasetSync from '@/views/pages/admin/dataset/DatasetSync.vue'
@@ -154,10 +168,16 @@ import MarkdownPreview from '@/views/components/markdown/MarkdownView.vue'
 import DatasetRebuild from '@/views/pages/admin/dataset/DatasetRebuild.vue'
 import DatasetClear from '@/views/pages/admin/dataset/DatasetClear.vue'
 import DatasetDelete from '@/views/pages/admin/dataset/DatasetDelete.vue'
-import { ChartColumn, CirclePause, CirclePlay, History, Info, RefreshCw, Settings, SquareX, Trash2, TriangleAlert } from '@lucide/vue'
+import { ChartColumn, CirclePause, CirclePlay, History, Database, Eye, Info, Pencil, Plus, RefreshCw, Settings, SquareX, Trash2, TriangleAlert } from '@lucide/vue'
 
 defineOptions({ name: 'DatasetHome' })
 
+const router = useRouter()
+const wizardVisible = ref(false)
+const editingCode = ref('')
+const fieldCounts = ref<Record<string, number | null>>({})
+const openWizard = (code = '') => { editingCode.value = code; wizardVisible.value = true }
+const onSubmitted = (result: {code:string}) => { wizardVisible.value = false; router.push(result.code ? `/dataset/detail/${encodeURIComponent(result.code)}?submitted=1` : '/dataset') }
 const tableFilters = useTableFilters('dataset')
 const filter: FilterModel = new FilterModel()
 const { headers } = useDatasetHeaders()
@@ -191,6 +211,11 @@ const handleInitialize = () => {
                  if (request !== latestRequest) return
                   if (response.status) {
                     data.value = response.data.content
+                    fieldCounts.value = {}
+                    Promise.allSettled(data.value.map(async (record) => {
+                      try { const fields = await DatasetService.getColumnsByCode(record.code); if (request === latestRequest) { fieldCounts.value[record.code] = fields.status ? fields.data.length : null; record.columnCount = fieldCounts.value[record.code] } }
+                      catch { if (request === latestRequest) fieldCounts.value[record.code] = null }
+                    }))
                     dataCount.value = response.data.total
                     pageSize.value = response.data.size
                     pageIndex.value = response.data.page
@@ -272,5 +297,6 @@ const visibleDelete = (record: DatasetModel | null, opened: boolean) => {
   }
 }
 
+onBeforeUnmount(() => { latestRequest++ })
 onMounted(() => handleInitialize())
 </script>

From 6fdde3825b6c0db63c6c38443207e2433c9074d8 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:10:00 -0400
Subject: [PATCH 28/56] feat(dataset): split list columns and cap the name
 width

Give the source its own column with the plugin avatar and a tooltip
for long names, keep the state popover column, and slim the name cell
to the link only so it stops stretching across the table
---
 .../src/views/pages/admin/dataset/DatasetHome.vue   | 13 ++++++++++++-
 .../src/views/pages/admin/dataset/DatasetUtils.ts   | 11 +++--------
 2 files changed, 15 insertions(+), 9 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
index 8b2cb0993e..8131974fd0 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
@@ -22,7 +22,18 @@
     </template>
       <template #bodyCell="{ column, record }">
         <template v-if="column.key === 'name'">
-          <div class="flex items-start gap-3"><Database :size="20" class="mt-1 shrink-0 text-primary"/><div><router-link :to="`/dataset/detail/${record.code}`" class="font-semibold text-content hover:text-primary">{{ record.name }}</router-link><p class="mt-1 text-xs text-content-tertiary">{{ record.source?.type }} · {{ record.source?.name }}</p><MfTag v-if="record.state?.length" class="mt-1" size="sm" :variant="isSuccess(record.state) ? 'primary' : 'default'">{{ getState(record.state) }}</MfTag></div></div>
+          <div class="flex items-center gap-2">
+            <Database :size="16" class="shrink-0 text-primary"/>
+            <router-link :to="`/dataset/detail/${record.code}`" class="truncate font-medium text-content hover:text-primary">{{ record.name }}</router-link>
+          </div>
+        </template>
+        <template v-else-if="column.key === 'source'">
+          <MfTooltip :content="record.source?.name">
+            <span class="flex max-w-[240px] items-center gap-1.5">
+              <MfAvatar size="xs" :src="`/static/images/plugin/${ String(record.source?.type ?? '').toLowerCase() }.svg`" :alt="record.source?.type"/>
+              <span class="truncate text-content-secondary">{{ record.source?.name }}</span>
+            </span>
+          </MfTooltip>
         </template>
         <template v-else-if="column.key === 'columnCount'"><MfLoadingIcon v-if="fieldCounts[record.code] === undefined" :size="14"/><span v-else>{{ fieldCounts[record.code] ?? '—' }}</span></template>
         <template v-else-if="column.key === 'syncMode'">
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts b/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
index d5f6795aa2..73ea932d85 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
@@ -10,17 +10,12 @@ export function useDatasetHeaders()
 
     // MfTable 列格式（bodyCell 契约）；source/syncMode/state/action 走 #bodyCell
     const headers = computed(() => [
-        { title: t('common.id'), dataIndex: 'id', key: 'id' },
-        { title: t('common.name'), dataIndex: 'name', key: 'name' },
-        { title: t('common.description'), dataIndex: 'description', key: 'description' },
+        { title: t('common.name'), dataIndex: 'name', key: 'name', width: '220px' },
         { title: t('common.source'), key: 'source' },
-        { title: t('dataset.common.syncMode'), key: 'syncMode' },
-        { title: t('common.scheduler'), dataIndex: 'scheduler', key: 'scheduler' },
-        { title: t('common.executor'), dataIndex: 'executor', key: 'executor' },
         { title: t('common.state'), key: 'state' },
+        { title: t('dataset.common.syncMode'), key: 'syncMode' },
+        { title: t('dataset.prototype.fieldCount'), dataIndex: 'columnCount', key: 'columnCount' },
         { title: t('dataset.common.totalRows'), dataIndex: 'totalRows', key: 'totalRows' },
-        { title: t('dataset.common.totalSize'), dataIndex: 'totalSize', key: 'totalSize' },
-        { title: t('common.createTime'), dataIndex: 'createTime', key: 'createTime' },
         { title: t('common.updateTime'), dataIndex: 'updateTime', key: 'updateTime' },
         { title: t('common.action'), key: 'action' }
     ])

From 4b8b46e6ddf3c2e5c7bec9db046c9ba6c5404906 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:11:13 -0400
Subject: [PATCH 29/56] feat(dataset): drop the create-another-dataset promo
 under the list

The table already carries the create action in its toolbar
---
 .../metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue | 2 --
 1 file changed, 2 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
index 8131974fd0..1c9fb12c5e 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
@@ -126,8 +126,6 @@
         </template>
       </template>
     </DataTable>
-
-    <div class="flex flex-wrap items-center justify-between gap-4 rounded-mf-lg border border-dashed border-primary/25 bg-primary/5 p-5"><div><p class="text-sm font-semibold">{{ $t('dataset.prototype.anotherDataset') }}</p><p class="mt-1 text-xs text-content-tertiary">{{ $t('dataset.prototype.manualModeHint') }}</p></div><MfButton @click="openWizard()"><Plus :size="15"/>{{ $t('dataset.prototype.startBlank') }}</MfButton></div>
   <DatasetWizard v-if="wizardVisible" embedded :dataset-code="editingCode" @close="wizardVisible = false" @submitted="onSubmitted"/>
 
   <DatasetRebuild v-if="rebuildVisible"

From f5d5cb19851ac5a66f5c408783a836fb36189436 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:19:18 -0400
Subject: [PATCH 30/56] fix(dataset): keep preview cells on one line with
 tooltips

Source preview cells wrapped long values into tall rows; the preview
table now truncates each cell and reveals the full value in a tooltip
---
 .../components/DatasetPreviewTable.vue        | 20 +++++++++++++++++++
 .../components/DatasetSourcePreview.vue       | 16 +++++++++++++++
 2 files changed, 36 insertions(+)
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/components/DatasetPreviewTable.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/components/DatasetSourcePreview.vue

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetPreviewTable.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetPreviewTable.vue
new file mode 100644
index 0000000000..b08db0256b
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetPreviewTable.vue
@@ -0,0 +1,20 @@
+<script setup lang="ts">
+import { computed } from 'vue'
+
+const props = defineProps<{ headers: string[], rows: Record<string, unknown>[], loading?: boolean, emptyText?: string }>()
+const columns = computed(() => props.headers.map((name, index) => ({ key: `field_${index}`, dataIndex: `field_${index}`, title: name })))
+const display = (record: Record<string, unknown>, key: string) => {
+  const value = record[key]
+  return value === null || value === undefined ? '' : String(value)
+}
+</script>
+
+<template>
+  <MfTable :columns="columns" :data-source="rows" :loading="loading" :empty-text="emptyText">
+    <template v-for="col in columns" :key="col.key" #[`cell-${col.key}`]="{ record }">
+      <MfTooltip :content="display(record, col.dataIndex)">
+        <span class="block max-w-56 truncate">{{ display(record, col.dataIndex) }}</span>
+      </MfTooltip>
+    </template>
+  </MfTable>
+</template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetSourcePreview.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetSourcePreview.vue
new file mode 100644
index 0000000000..a9e457be73
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetSourcePreview.vue
@@ -0,0 +1,16 @@
+<script setup lang="ts">
+import { useI18n } from 'vue-i18n'
+import DatasetPreviewTable from './DatasetPreviewTable.vue'
+withDefaults(defineProps<{ headers: string[], rows: Record<string, unknown>[], current: boolean, running?: boolean, count?: number }>(), { running: false, count: 0 })
+const { t } = useI18n()
+</script>
+<template>
+  <section class="min-w-0 space-y-3">
+    <div class="flex items-center justify-between gap-3"><h3 class="text-sm font-semibold text-content">{{ t('dataset.common.dataPreview') }}</h3><MfTag v-if="current" variant="primary" size="sm">{{ t('dataset.prototype.sampleRows', [Math.min(rows.length, 5)]) }}</MfTag></div>
+    <div class="min-h-44 overflow-hidden rounded-mf-lg border border-line">
+      <div v-if="running" class="flex min-h-44 items-center justify-center"><MfSpinner :label="t('dataset.editor.runPreview')"/></div>
+      <MfEmpty v-else-if="!current" variant="initial" size="sm" :title="t('dataset.prototype.waitPreview')" :description="t('dataset.prototype.waitPreviewHint')"/>
+      <DatasetPreviewTable v-else :headers="headers" :rows="rows.slice(0, 5)" :empty-text="t('dataset.editor.emptyPreview')"/>
+    </div>
+  </section>
+</template>

From 470a7bbd0cf0fc1a7c1cab73b8c472eb08aeec51 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:25:30 -0400
Subject: [PATCH 31/56] feat(dataset): land the in-flight dataset console
 rework

Snapshot of the parallel in-progress work the following fixes build
on: four-step dataset wizard and detail page, column configuration
with virtual expressions, column expression migration, dataset
column function catalog endpoints, plugin/dev-environment loading
fixes and the shared language pack entries
---
 .../etc/conf/i18n/messages_en.properties      | 153 +++++
 .../etc/conf/i18n/messages_zh-cn.properties   | 153 +++++
 .../2026.0.0/dataset-column-expression.sql    |   1 +
 configure/schema/metaforge.sql                |   1 +
 .../common/utils/EnvironmentUtils.java        |  16 +-
 .../common/utils/EnvironmentUtilsTest.java    |  34 ++
 .../loader/CompiledPomPluginLoader.java       |  17 +-
 .../loader/CompiledPomPluginLoaderTest.java   |  72 +++
 .../server/configure/PluginConfiguration.java |  47 +-
 .../server/controller/DataSetController.java  |  53 +-
 .../server/runner/SchemaMigrationRunner.java  |   2 +
 .../DatasetColumnExpressionMigration.java     |  24 +
 .../server/service/SetupService.java          |   2 +
 .../dataset-column-expression-migration.sql   |   1 +
 .../main/resources/schema/setup-schema-h2.sql |   1 +
 .../main/resources/schema/setup-schema.sql    |   1 +
 .../configure/PluginConfigurationTest.java    |  75 +++
 .../DatasetColumnFunctionsControllerTest.java |  84 +++
 .../server/service/DatasetAccessTest.java     |  84 +++
 .../DatasetColumnExpressionMigrationTest.java |  50 ++
 .../service/DatasetVirtualColumnsTest.java    | 102 ++++
 .../server/service/SetupSchemaTest.java       |   9 +
 .../dataset/DatasetVirtualColumns.java        | 147 +++++
 .../service/entity/DataSetColumnEntity.java   |   3 +
 .../service/service/DataSetService.java       |   2 +
 .../service/impl/DataSetServiceImpl.java      |  45 +-
 .../devlive/metaforge/spi/PluginService.java  |  15 +-
 .../metaforge/spi/TableQueryPreviewTest.java  |  47 ++
 core/metaforge-ui/src/components/MfModal.vue  |  62 ++-
 .../metaforge-web/src/model/dataset-editor.ts |  86 +++
 core/metaforge-web/src/router/default.ts      |   5 +
 core/metaforge-web/src/services/dataset.ts    |  15 +
 .../pages/admin/dataset/DatasetDetail.vue     | 122 ++++
 .../views/pages/admin/dataset/DatasetInfo.vue | 524 +-----------------
 .../pages/admin/dataset/DatasetWizard.vue     | 443 +++++++++++++++
 .../dataset/components/DatasetColumns.vue     | 236 ++++++++
 .../dataset/components/DatasetCreateMode.vue  |  30 +
 .../components/DatasetExistingMapping.vue     |  97 ++++
 .../dataset/components/DatasetWizardShell.vue |  38 ++
 .../tests/dataset-editor.test.mjs             |  65 +++
 .../tests/dataset-wizard.test.mjs             | 442 +++++++++++++++
 41 files changed, 2854 insertions(+), 552 deletions(-)
 create mode 100644 configure/schema/2026.0.0/dataset-column-expression.sql
 create mode 100644 core/metaforge-common/src/test/java/org/devlive/metaforge/common/utils/EnvironmentUtilsTest.java
 create mode 100644 core/metaforge-plugin/src/test/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoaderTest.java
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java
 create mode 100644 core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/configure/PluginConfigurationTest.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/controller/DatasetColumnFunctionsControllerTest.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetVirtualColumnsTest.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/dataset/DatasetVirtualColumns.java
 create mode 100644 core/metaforge-spi/src/test/java/org/devlive/metaforge/spi/TableQueryPreviewTest.java
 create mode 100644 core/metaforge-web/src/model/dataset-editor.ts
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/DatasetDetail.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/components/DatasetCreateMode.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/components/DatasetExistingMapping.vue
 create mode 100644 core/metaforge-web/src/views/pages/admin/dataset/components/DatasetWizardShell.vue
 create mode 100644 core/metaforge-web/tests/dataset-editor.test.mjs
 create mode 100644 core/metaforge-web/tests/dataset-wizard.test.mjs

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index 3f93cdcb2c..c4099701a1 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1053,3 +1053,156 @@ query.side.structureTip=Select a table on the left to view its columns
 query.tip.editorSettings=Editor settings
 query.common.plan=Query Plan
 query.side.searchTemplate=Search templates
+
+# Dataset creation and editing
+dataset.editor.intro=Configure a source and its fields, then preview and save.
+dataset.editor.listHint=Manage datasets, synchronization and analysis. Create manually or from SQL results.
+dataset.editor.basic=Basic information
+dataset.editor.source=Data source
+dataset.editor.columns=Columns
+dataset.editor.preview=Preview and save
+dataset.editor.steps=Dataset setup steps
+dataset.editor.fromQuery=From SQL query
+dataset.editor.basicHint=Provide a name and description, and choose an installed executor and sync mode.
+dataset.editor.namePlaceholder=Enter a descriptive dataset name
+dataset.editor.sourceHint=Choose a source, then select a table or write SQL to retrieve fields.
+dataset.editor.inheritedHint=The source, executed SQL and result fields were inherited. Preview to confirm.
+dataset.editor.selectTable=Select table
+dataset.editor.customSql=Custom SQL
+dataset.editor.generatedHint=SQL is generated by the source service without a preview row limit. Switch to custom SQL to edit it.
+dataset.editor.runPreview=Run preview
+dataset.editor.verified=Retrieved {0} fields
+dataset.editor.sourceRequired=Choose a source and provide SQL or select a table.
+dataset.editor.previewRequired=Preview the current source and SQL before continuing.
+dataset.editor.columnSummary={0} columns · {1} metrics. Edit a column to configure its properties.
+dataset.editor.searchColumns=Search names, aliases or source fields
+dataset.editor.addColumn=Add virtual column
+dataset.editor.editColumn=Edit column properties
+dataset.editor.sourceField=Source field
+dataset.editor.keys=Storage keys
+dataset.editor.customColumn=Custom virtual column
+dataset.editor.storageProperties=Storage properties
+dataset.editor.virtualHint=Virtual columns are calculated by the storage engine in adhoc queries, without physical storage, storage keys or lifecycle settings.
+dataset.editor.keyHint=Choose at least one physical order or primary key. Sampling keys must also be order keys.
+dataset.editor.columnRequired=Column name and alias are required.
+dataset.editor.duplicateName=Column names must be unique.
+dataset.editor.duplicateAlias=Column aliases must be unique.
+dataset.editor.noColumns=No fields were returned. Check the SQL or selected table.
+dataset.editor.ambiguousHeaders=Result field names are duplicated. Assign unique aliases in SQL.
+dataset.editor.executorRequired=Choose an installed executor.
+dataset.editor.scheduleRequired=Timed sync requires an installed scheduler and an expression.
+dataset.editor.lifeCycleRequired=Choose a valid date column, lifecycle unit and positive duration.
+dataset.editor.previewHint=Review the source and fields. The table shows source query results; column properties are applied during dataset construction after saving.
+dataset.editor.sourcePreview=Source data preview
+dataset.editor.previewCount=Showing the first {0} rows · {1} rows returned
+dataset.editor.emptyPreview=The query succeeded with no rows. The field configuration can still be saved.
+dataset.editor.asyncHint=After saving, the server builds the dataset and synchronizes it as configured. Follow its status in the dataset list.
+dataset.editor.submitted=Dataset configuration submitted. Follow the build status in the list.
+dataset.editor.requestFailed=Request failed. Please retry.
+dataset.editor.backToList=Back to datasets
+dataset.editor.previous=Previous
+dataset.editor.next=Next
+dataset.editor.moveUp=Move column up
+dataset.editor.moveDown=Move column down
+dataset.editor.discardTitle=Discard unsaved changes?
+dataset.editor.discardHint=Unsaved configuration will be lost when you leave.
+dataset.editor.discard=Discard and leave
+dataset.editor.draftFailed=Could not store the query draft. Check browser storage and retry.
+dataset.editor.createFromResult=Create dataset from results
+dataset.editor.loading=Loading dataset configuration…
+
+dataset.editor.pluginUnavailable=not loaded
+dataset.editor.chooseExecutor=Choose an executor
+dataset.editor.chooseScheduler=Choose a scheduler
+dataset.editor.noExecutors=No executors loaded
+dataset.editor.noSchedulers=No schedulers loaded
+dataset.editor.noExecutorsHint=The server has not loaded an executor plugin. Check plugin loading, then refresh the options before creating a dataset.
+dataset.editor.virtualExpression=Functions and calculations
+dataset.editor.expressionLabel=Calculation expression
+dataset.editor.virtualExpressionRequired=A calculation expression is required for virtual columns.
+dataset.editor.virtualEngine=Evaluated by dataset storage engine {0}, which may use a different SQL dialect from the source.
+dataset.editor.insertField=Insert physical field
+dataset.editor.insertFunction=Insert function
+dataset.editor.noFunctions=No catalog functions available. You can type an expression directly.
+dataset.editor.expressionPlaceholder=Example: round(`column_3` * 1.1, 2)
+dataset.editor.expressionHint=Reference physical columns and combine scalar functions and arithmetic. Saving checks syntax and field references; engine execution determines function support and result types. Configure aggregation in adhoc metric settings.
+dataset.editor.sourceOrFormula=Source field / formula
+dataset.editor.deleteColumn=Delete column
+
+# Dataset prototype alignment
+dataset.prototype.stepDescription=Step {0} / 4 · {1}
+dataset.prototype.fillBasic=Basic information
+dataset.prototype.nameHelp=Use a descriptive name to identify this dataset in lists and reports.
+dataset.prototype.sourceSafe=Use read-only SQL to query the source. Data is copied to separate dataset storage according to the sync mode; SQL and columns can be edited later.
+dataset.prototype.creationMode=Creation mode
+dataset.prototype.manualCreation=Manual creation
+dataset.prototype.manualModeHint=Choose a source and a table, or write SQL.
+dataset.prototype.queryModeHint=Reuse the query source, SQL and identified fields.
+dataset.prototype.creationFlow=Creation flow
+dataset.prototype.flow1=Name the dataset and configure synchronization
+dataset.prototype.flow2=Choose a table or SQL
+dataset.prototype.flow3=Configure fields and virtual formulas
+dataset.prototype.flow4=Review data and save configuration
+dataset.prototype.chooseSource=Choose a data source
+dataset.prototype.inheritQuery=Reuse the query result
+dataset.prototype.visualSelection=Browse tables
+dataset.prototype.writeSql=Write a query
+dataset.prototype.databaseType=Database type
+dataset.prototype.generatedSql=Generated SQL
+dataset.prototype.querySql=SQL query
+dataset.prototype.identifyFields=Run and identify fields
+dataset.prototype.sourceSummary=Source summary
+dataset.prototype.sourceMethod=Source method
+dataset.prototype.targetObject=Selected object
+dataset.prototype.identifiedFields=Identified fields
+dataset.prototype.sampleRows=First {0} rows
+dataset.prototype.waitPreview=Waiting for preview
+dataset.prototype.waitPreviewHint=Choose a source and run the query to inspect its results.
+dataset.prototype.confirmInfo=Confirm configuration
+dataset.prototype.previewValidation=Preview and validation
+dataset.prototype.refreshPreview=Refresh preview
+dataset.prototype.sqlDefinition=SQL definition
+dataset.prototype.fromSql=From current SQL
+dataset.prototype.resultCreation=Create from the query result
+dataset.prototype.resultCreationHint=Carry over the executed source, SQL and result fields.
+dataset.prototype.sqlCreation=Create from current SQL
+dataset.prototype.sqlCreationHint=Use the editor SQL and identify its fields in the next step.
+dataset.prototype.chooseCreation=Choose how to create a dataset
+dataset.prototype.chooseCreationHint=Choose the starting point for this dataset.
+dataset.prototype.resultSize=Query result: {0} rows · {1} columns
+dataset.prototype.creationCarry=The selected source, SQL and fields are carried to the next step.
+dataset.prototype.continueCreation=Continue
+dataset.prototype.moreCreation=More dataset actions
+dataset.prototype.applyExisting=Apply to an existing dataset
+dataset.prototype.mappingHint=Apply this query definition and field mapping to an existing dataset.
+dataset.prototype.uniqueMapping=Each target field can map to only one source field.
+dataset.prototype.mappingRequired=Map every target physical field to a unique source field.
+dataset.prototype.sourceField=Source field
+dataset.prototype.targetField=Target dataset field
+dataset.prototype.targetDataset=Target dataset
+dataset.prototype.loadMore=Load more datasets
+dataset.prototype.fieldUnit=columns
+dataset.prototype.replaceDefinition=Replace query definition
+dataset.prototype.replaceDefinitionHint=Update this dataset with the current SQL and mapping. Saving rebuilds and synchronizes dataset storage using the existing process; the original source stays unchanged.
+dataset.prototype.fieldMapping=Field mapping
+dataset.prototype.chooseTarget=Choose a target dataset
+dataset.prototype.mapped=Mapped
+dataset.prototype.ignored=Ignore source field
+dataset.prototype.mappingFooter=Target field identities, types and virtual formulas are retained. Appending query versions is unavailable.
+dataset.prototype.confirmReplacement=Replace definition
+dataset.prototype.anotherDataset=Need another dataset?
+dataset.prototype.startBlank=Start from scratch
+dataset.prototype.fieldCount=Fields
+dataset.prototype.configureColumnsHint=Identify fields and configure their display names, types and storage properties.
+dataset.prototype.identifyAgain=Identify fields again
+dataset.prototype.bulkSettings=Batch settings
+dataset.prototype.fieldsCount={0} fields
+dataset.prototype.selectedCount={0} fields selected
+dataset.prototype.selectAllFields=Select all fields
+dataset.prototype.keepExisting=Keep current values
+dataset.prototype.enabled=Enable
+dataset.prototype.disabled=Disable
+dataset.prototype.datasetReady=Dataset construction is complete. It is ready for analysis.
+dataset.prototype.storedPreviewHint=Preview the first 100 stored rows. Search and export apply to this preview.
+dataset.prototype.buildingDataset=Dataset is being built
+dataset.prototype.storageColumn=Storage column: {0}
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index bd1dda01ca..80fa4347e3 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1054,3 +1054,156 @@ query.side.structureTip=\u5728\u5de6\u4fa7\u9009\u62e9\u8868\u540e\u67e5\u770b\u
 query.tip.editorSettings=\u7f16\u8f91\u5668\u8bbe\u7f6e
 query.common.plan=\u67e5\u8be2\u8ba1\u5212
 query.side.searchTemplate=\u641c\u7d22\u6a21\u677f
+
+# Dataset creation and editing
+dataset.editor.intro=\u8bbe\u7f6e\u6570\u636e\u6765\u6e90\u4e0e\u5b57\u6bb5\uff0c\u9884\u89c8\u540e\u4fdd\u5b58\u6570\u636e\u96c6\u3002
+dataset.editor.listHint=\u7ba1\u7406\u6570\u636e\u96c6\u3001\u540c\u6b65\u4efb\u52a1\u4e0e\u5206\u6790\u5165\u53e3\u3002\u53ef\u624b\u52a8\u521b\u5efa\uff0c\u4e5f\u53ef\u4ece SQL \u67e5\u8be2\u7ed3\u679c\u521b\u5efa\u3002
+dataset.editor.basic=\u57fa\u672c\u4fe1\u606f
+dataset.editor.source=\u6570\u636e\u6765\u6e90
+dataset.editor.columns=\u5217\u914d\u7f6e
+dataset.editor.preview=\u9884\u89c8\u4fdd\u5b58
+dataset.editor.steps=\u6570\u636e\u96c6\u914d\u7f6e\u6b65\u9aa4
+dataset.editor.fromQuery=\u6765\u81ea SQL \u67e5\u8be2
+dataset.editor.basicHint=\u586b\u5199\u540d\u79f0\u548c\u63cf\u8ff0\uff0c\u6cbf\u7528\u5df2\u6709\u6267\u884c\u5668\u4e0e\u540c\u6b65\u65b9\u5f0f\u3002
+dataset.editor.namePlaceholder=\u8f93\u5165\u4fbf\u4e8e\u8bc6\u522b\u7684\u6570\u636e\u96c6\u540d\u79f0
+dataset.editor.sourceHint=\u9009\u62e9\u6570\u636e\u6e90\u540e\uff0c\u901a\u8fc7\u6570\u636e\u8868\u6216\u81ea\u5b9a\u4e49 SQL \u83b7\u53d6\u5b57\u6bb5\u3002
+dataset.editor.inheritedHint=\u5df2\u7ee7\u627f\u67e5\u8be2\u7684\u6570\u636e\u6e90\u3001\u6267\u884c SQL \u548c\u7ed3\u679c\u5b57\u6bb5\u3002\u8bf7\u9884\u89c8\u786e\u8ba4\u3002
+dataset.editor.selectTable=\u9009\u62e9\u6570\u636e\u8868
+dataset.editor.customSql=\u81ea\u5b9a\u4e49 SQL
+dataset.editor.generatedHint=SQL \u7531\u6570\u636e\u6e90\u670d\u52a1\u751f\u6210\uff0c\u4e0d\u5305\u542b\u9884\u89c8\u5206\u9875\u9650\u5236\u3002\u53ef\u5207\u6362\u5230\u81ea\u5b9a\u4e49 SQL \u7ee7\u7eed\u4fee\u6539\u3002
+dataset.editor.runPreview=\u67e5\u8be2\u5e76\u9884\u89c8
+dataset.editor.verified=\u5df2\u83b7\u53d6 {0} \u4e2a\u5b57\u6bb5
+dataset.editor.sourceRequired=\u8bf7\u9009\u62e9\u6570\u636e\u6e90\u5e76\u586b\u5199 SQL\uff0c\u6216\u9009\u62e9\u6570\u636e\u8868\u3002
+dataset.editor.previewRequired=\u8bf7\u5148\u6267\u884c\u5f53\u524d\u6570\u636e\u6765\u6e90\u7684\u9884\u89c8\uff0c\u786e\u8ba4\u5b57\u6bb5\u540e\u7ee7\u7eed\u3002
+dataset.editor.columnSummary=\u5171 {0} \u5217 \u00b7 {1} \u4e2a\u6307\u6807\uff1b\u70b9\u51fb\u7f16\u8f91\u914d\u7f6e\u5355\u5217\u5c5e\u6027\u3002
+dataset.editor.searchColumns=\u641c\u7d22\u5217\u540d\u3001\u522b\u540d\u6216\u6765\u6e90\u5b57\u6bb5
+dataset.editor.addColumn=\u6dfb\u52a0\u865a\u62df\u5217
+dataset.editor.editColumn=\u7f16\u8f91\u5217\u5c5e\u6027
+dataset.editor.sourceField=\u6765\u6e90\u5b57\u6bb5
+dataset.editor.keys=\u5b58\u50a8\u952e
+dataset.editor.customColumn=\u81ea\u5b9a\u4e49\u865a\u62df\u5217
+dataset.editor.storageProperties=\u5b58\u50a8\u5c5e\u6027
+dataset.editor.virtualHint=虚拟列不落入物理表，在即席查询中由存储引擎计算，不参与存储键和生命周期配置。
+dataset.editor.keyHint=\u81f3\u5c11\u6307\u5b9a\u4e00\u4e2a\u7269\u7406\u5217\u4e3a\u6392\u5e8f\u952e\u6216\u4e3b\u952e\u3002\u62bd\u6837\u952e\u5fc5\u987b\u540c\u65f6\u662f\u6392\u5e8f\u952e\u3002
+dataset.editor.columnRequired=\u5217\u540d\u548c\u5217\u522b\u540d\u4e0d\u80fd\u4e3a\u7a7a\u3002
+dataset.editor.duplicateName=\u5217\u540d\u4e0d\u80fd\u91cd\u590d\u3002
+dataset.editor.duplicateAlias=\u5217\u522b\u540d\u4e0d\u80fd\u91cd\u590d\u3002
+dataset.editor.noColumns=\u67e5\u8be2\u672a\u8fd4\u56de\u53ef\u7528\u5b57\u6bb5\uff0c\u8bf7\u68c0\u67e5 SQL \u6216\u6570\u636e\u8868\u3002
+dataset.editor.ambiguousHeaders=\u67e5\u8be2\u7ed3\u679c\u5305\u542b\u91cd\u590d\u5b57\u6bb5\u540d\uff0c\u8bf7\u5728 SQL \u4e2d\u4e3a\u5b57\u6bb5\u6307\u5b9a\u552f\u4e00\u522b\u540d\u3002
+dataset.editor.executorRequired=\u8bf7\u9009\u62e9\u5df2\u5b89\u88c5\u7684\u6267\u884c\u5668\u3002
+dataset.editor.scheduleRequired=\u5b9a\u65f6\u540c\u6b65\u9700\u8981\u8c03\u5ea6\u5668\u548c\u8c03\u5ea6\u8868\u8fbe\u5f0f\u3002
+dataset.editor.lifeCycleRequired=\u8bf7\u4e3a\u751f\u547d\u5468\u671f\u9009\u62e9\u6709\u6548\u7684\u65e5\u671f\u5217\u3001\u5355\u4f4d\u548c\u5927\u4e8e\u96f6\u7684\u6570\u91cf\u3002
+dataset.editor.previewHint=\u68c0\u67e5\u6570\u636e\u6765\u6e90\u548c\u5b57\u6bb5\u3002\u8868\u683c\u5c55\u793a\u6765\u6e90\u67e5\u8be2\u7ed3\u679c\uff0c\u5217\u5c5e\u6027\u5c06\u5728\u4fdd\u5b58\u540e\u7531\u6570\u636e\u96c6\u6784\u5efa\u6d41\u7a0b\u5e94\u7528\u3002
+dataset.editor.sourcePreview=\u6765\u6e90\u6570\u636e\u9884\u89c8
+dataset.editor.previewCount=\u663e\u793a\u524d {0} \u884c \u00b7 \u672c\u6b21\u67e5\u8be2\u8fd4\u56de {1} \u884c
+dataset.editor.emptyPreview=\u67e5\u8be2\u6210\u529f\uff0c\u5f53\u524d\u6ca1\u6709\u6570\u636e\u884c\uff1b\u4ecd\u53ef\u4fdd\u5b58\u5b57\u6bb5\u914d\u7f6e\u3002
+dataset.editor.asyncHint=\u4fdd\u5b58\u540e\u540e\u53f0\u5c06\u6784\u5efa\u6570\u636e\u96c6\u5e76\u6309\u914d\u7f6e\u540c\u6b65\u3002\u8bf7\u5728\u6570\u636e\u96c6\u5217\u8868\u67e5\u770b\u6784\u5efa\u72b6\u6001\u3002
+dataset.editor.submitted=\u6570\u636e\u96c6\u914d\u7f6e\u5df2\u63d0\u4ea4\uff0c\u8bf7\u5728\u5217\u8868\u67e5\u770b\u6784\u5efa\u72b6\u6001\u3002
+dataset.editor.requestFailed=\u8bf7\u6c42\u5931\u8d25\uff0c\u8bf7\u91cd\u8bd5\u3002
+dataset.editor.backToList=\u8fd4\u56de\u6570\u636e\u96c6\u5217\u8868
+dataset.editor.previous=\u4e0a\u4e00\u6b65
+dataset.editor.next=\u4e0b\u4e00\u6b65
+dataset.editor.moveUp=\u4e0a\u79fb\u5217
+dataset.editor.moveDown=\u4e0b\u79fb\u5217
+dataset.editor.discardTitle=\u653e\u5f03\u672a\u4fdd\u5b58\u7684\u4fee\u6539\uff1f
+dataset.editor.discardHint=\u79bb\u5f00\u540e\uff0c\u672c\u6b21\u672a\u4fdd\u5b58\u7684\u914d\u7f6e\u5c06\u4e22\u5931\u3002
+dataset.editor.discard=\u653e\u5f03\u4fee\u6539\u5e76\u79bb\u5f00
+dataset.editor.draftFailed=\u65e0\u6cd5\u4fdd\u5b58\u67e5\u8be2\u8349\u7a3f\uff0c\u8bf7\u68c0\u67e5\u6d4f\u89c8\u5668\u5b58\u50a8\u7a7a\u95f4\u540e\u91cd\u8bd5\u3002
+dataset.editor.createFromResult=\u4ece\u7ed3\u679c\u521b\u5efa\u6570\u636e\u96c6
+dataset.editor.loading=正在加载数据集配置…
+
+dataset.editor.pluginUnavailable=未加载
+dataset.editor.chooseExecutor=请选择执行器
+dataset.editor.chooseScheduler=请选择调度器
+dataset.editor.noExecutors=尚未加载执行器
+dataset.editor.noSchedulers=尚未加载调度器
+dataset.editor.noExecutorsHint=后端尚未加载执行器插件，暂时无法创建数据集。请检查插件加载配置，加载成功后刷新选项。
+dataset.editor.virtualExpression=函数与计算
+dataset.editor.expressionLabel=计算表达式
+dataset.editor.virtualExpressionRequired=请填写虚拟列的计算表达式。
+dataset.editor.virtualEngine=由数据集存储引擎 {0} 执行，与源数据 SQL 的方言可能不同。
+dataset.editor.insertField=插入物理字段
+dataset.editor.insertFunction=插入函数
+dataset.editor.noFunctions=函数库暂无可插入函数，可直接输入表达式。
+dataset.editor.expressionPlaceholder=例如：round(`column_3` * 1.1, 2)
+dataset.editor.expressionHint=支持引用物理列、嵌套行级函数和算术运算。保存时检查语法与字段引用；函数和返回类型以存储引擎执行结果为准。聚合请在即席查询指标中配置。
+dataset.editor.sourceOrFormula=来源字段 / 公式
+dataset.editor.deleteColumn=删除列
+
+# Dataset prototype alignment
+dataset.prototype.stepDescription=步骤 {0} / 4 · {1}
+dataset.prototype.fillBasic=填写基本信息
+dataset.prototype.nameHelp=名称用于在数据集列表、报表和可视化中快速识别。
+dataset.prototype.sourceSafe=请使用只读 SQL 获取源数据。数据集按现有同步方式写入独立存储，后续可编辑 SQL 与列配置。
+dataset.prototype.creationMode=创建方式
+dataset.prototype.manualCreation=手动创建
+dataset.prototype.manualModeHint=自主选择数据源、数据表或编写 SQL。
+dataset.prototype.queryModeHint=沿用当前查询的数据源和 SQL，保留已识别字段。
+dataset.prototype.creationFlow=创建流程
+dataset.prototype.flow1=命名并设置执行器与同步方式
+dataset.prototype.flow2=关联数据表或 SQL
+dataset.prototype.flow3=设置字段属性与虚拟列函数
+dataset.prototype.flow4=检查预览并提交数据集配置
+dataset.prototype.chooseSource=选择数据来源
+dataset.prototype.inheritQuery=沿用当前查询结果
+dataset.prototype.visualSelection=可视化选择
+dataset.prototype.writeSql=手动编写语句
+dataset.prototype.databaseType=数据库类型
+dataset.prototype.generatedSql=自动生成 SQL
+dataset.prototype.querySql=SQL 查询语句
+dataset.prototype.identifyFields=重新执行并识别字段
+dataset.prototype.sourceSummary=数据来源摘要
+dataset.prototype.sourceMethod=来源方式
+dataset.prototype.targetObject=目标对象
+dataset.prototype.identifiedFields=已识别字段
+dataset.prototype.sampleRows=前 {0} 行
+dataset.prototype.waitPreview=等待数据预览
+dataset.prototype.waitPreviewHint=选择数据来源并执行查询后，在此检查结果。
+dataset.prototype.confirmInfo=确认创建信息
+dataset.prototype.previewValidation=预览与校验
+dataset.prototype.refreshPreview=刷新预览
+dataset.prototype.sqlDefinition=SQL 定义
+dataset.prototype.fromSql=来自当前 SQL
+dataset.prototype.resultCreation=基于当前查询结果创建
+dataset.prototype.resultCreationHint=沿用刚执行的查询，自动带入连接、SQL 和结果字段。
+dataset.prototype.sqlCreation=基于当前 SQL 创建
+dataset.prototype.sqlCreationHint=使用编辑器中的 SQL，在后续步骤执行并识别字段。
+dataset.prototype.chooseCreation=选择数据集创建方式
+dataset.prototype.chooseCreationHint=为当前查询选择合适的创建入口。
+dataset.prototype.resultSize=查询结果 {0} 行 · {1} 列
+dataset.prototype.creationCarry=下一步按所选方式带入连接、SQL 和字段。
+dataset.prototype.continueCreation=继续创建
+dataset.prototype.moreCreation=更多数据集操作
+dataset.prototype.applyExisting=应用到已有数据集
+dataset.prototype.mappingHint=将当前查询定义和字段映射应用到已有数据集。
+dataset.prototype.uniqueMapping=同一目标字段只能关联一个来源字段。
+dataset.prototype.mappingRequired=请先为所有目标物理字段选择唯一的来源字段。
+dataset.prototype.sourceField=来源字段
+dataset.prototype.targetField=目标数据集字段
+dataset.prototype.targetDataset=目标数据集
+dataset.prototype.loadMore=加载更多数据集
+dataset.prototype.fieldUnit=列
+dataset.prototype.replaceDefinition=替换查询定义
+dataset.prototype.replaceDefinitionHint=使用当前 SQL 与字段映射更新目标数据集。保存后将按现有流程重新构建和同步数据，不修改原始数据源。
+dataset.prototype.fieldMapping=字段映射
+dataset.prototype.chooseTarget=请选择目标数据集
+dataset.prototype.mapped=已关联
+dataset.prototype.ignored=忽略此来源字段
+dataset.prototype.mappingFooter=目标字段身份、类型与虚拟列公式保留；当前版本不支持追加查询版本。
+dataset.prototype.confirmReplacement=确认替换定义
+dataset.prototype.anotherDataset=还需要一个新数据集？
+dataset.prototype.startBlank=从零开始创建
+dataset.prototype.fieldCount=字段数
+dataset.prototype.configureColumnsHint=从查询结果识别字段，设置显示名称、数据类型和存储属性。
+dataset.prototype.identifyAgain=重新识别字段
+dataset.prototype.bulkSettings=批量设置
+dataset.prototype.fieldsCount=共 {0} 个字段
+dataset.prototype.selectedCount=已选择 {0} 个字段
+dataset.prototype.selectAllFields=选择全部字段
+dataset.prototype.keepExisting=保持原设置
+dataset.prototype.enabled=开启
+dataset.prototype.disabled=关闭
+dataset.prototype.datasetReady=数据集已完成构建，可用于查询分析。
+dataset.prototype.storedPreviewHint=预览存储中的前 100 行；搜索和导出作用于本次预览。
+dataset.prototype.buildingDataset=数据集正在构建
+dataset.prototype.storageColumn=存储列：{0}
diff --git a/configure/schema/2026.0.0/dataset-column-expression.sql b/configure/schema/2026.0.0/dataset-column-expression.sql
new file mode 100644
index 0000000000..7479107400
--- /dev/null
+++ b/configure/schema/2026.0.0/dataset-column-expression.sql
@@ -0,0 +1 @@
+ALTER TABLE `metaforge_dataset_column` ADD COLUMN `expression` TEXT;
diff --git a/configure/schema/metaforge.sql b/configure/schema/metaforge.sql
index cffd691579..4184bf713a 100644
--- a/configure/schema/metaforge.sql
+++ b/configure/schema/metaforge.sql
@@ -218,6 +218,7 @@ CREATE TABLE `metaforge_dataset_column` (
   `comment` varchar(255) DEFAULT NULL,
   `original` varchar(255) DEFAULT NULL,
   `default_value` varchar(255) DEFAULT NULL,
+  `expression` text DEFAULT NULL,
   `position` int DEFAULT NULL,
   `is_nullable` tinyint(1) DEFAULT '0',
   `length` int DEFAULT NULL,
diff --git a/core/metaforge-common/src/main/java/org/devlive/metaforge/common/utils/EnvironmentUtils.java b/core/metaforge-common/src/main/java/org/devlive/metaforge/common/utils/EnvironmentUtils.java
index a7622a63f0..3db41a4c29 100644
--- a/core/metaforge-common/src/main/java/org/devlive/metaforge/common/utils/EnvironmentUtils.java
+++ b/core/metaforge-common/src/main/java/org/devlive/metaforge/common/utils/EnvironmentUtils.java
@@ -2,6 +2,9 @@
 
 import lombok.extern.slf4j.Slf4j;
 
+import java.lang.management.ManagementFactory;
+import java.util.List;
+
 @Slf4j
 public class EnvironmentUtils
 {
@@ -31,9 +34,16 @@ public static boolean isIdeEnvironment()
      */
     public static boolean isIntelliJ()
     {
-        return CLASSPATH.contains("idea_rt.jar") ||
-                JAVA_AGENT.contains("jetbrains") ||
-                COMMAND_LINE.contains("com.intellij");
+        return isIntelliJEnvironment(CLASSPATH, JAVA_AGENT, COMMAND_LINE,
+                ManagementFactory.getRuntimeMXBean().getInputArguments());
+    }
+
+    static boolean isIntelliJEnvironment(String classpath, String agent, String command, List<String> arguments)
+    {
+        return classpath.contains("idea_rt.jar") ||
+                agent.contains("jetbrains") ||
+                command.contains("com.intellij") ||
+                arguments.stream().anyMatch(argument -> argument.startsWith("-javaagent:") && argument.contains("idea_rt.jar"));
     }
 
     /**
diff --git a/core/metaforge-common/src/test/java/org/devlive/metaforge/common/utils/EnvironmentUtilsTest.java b/core/metaforge-common/src/test/java/org/devlive/metaforge/common/utils/EnvironmentUtilsTest.java
new file mode 100644
index 0000000000..dfb09ad700
--- /dev/null
+++ b/core/metaforge-common/src/test/java/org/devlive/metaforge/common/utils/EnvironmentUtilsTest.java
@@ -0,0 +1,34 @@
+package org.devlive.metaforge.common.utils;
+
+import org.junit.Assert;
+import org.junit.Test;
+
+import java.util.List;
+
+public class EnvironmentUtilsTest
+{
+    @Test
+    public void recognizesModernIntellijRuntimeAgent()
+    {
+        Assert.assertTrue(EnvironmentUtils.isIntelliJEnvironment("app/classes", "", "org.devlive.metaforge.server.MetaForge",
+                List.of("-javaagent:/Applications/IntelliJ IDEA.app/Contents/lib/idea_rt.jar=54731")));
+        Assert.assertTrue(EnvironmentUtils.isIntelliJEnvironment("", "", "",
+                List.of("-javaagent:C:\\Program Files\\JetBrains\\IntelliJ IDEA\\lib\\idea_rt.jar=54731")));
+    }
+
+    @Test
+    public void retainsLegacyIntellijDetection()
+    {
+        Assert.assertTrue(EnvironmentUtils.isIntelliJEnvironment("app:idea_rt.jar", "", "", List.of()));
+        Assert.assertTrue(EnvironmentUtils.isIntelliJEnvironment("", "jetbrains", "", List.of()));
+        Assert.assertTrue(EnvironmentUtils.isIntelliJEnvironment("", "", "com.intellij.rt.execution.application.AppMain", List.of()));
+    }
+
+    @Test
+    public void productionAndOtherAgentsAreNotIntellij()
+    {
+        Assert.assertFalse(EnvironmentUtils.isIntelliJEnvironment("app.jar", "", "MetaForge", List.of()));
+        Assert.assertFalse(EnvironmentUtils.isIntelliJEnvironment("app.jar", "", "MetaForge",
+                List.of("-javaagent:/opt/otel/opentelemetry-javaagent.jar", "-Ddescription=idea_rt.jar")));
+    }
+}
diff --git a/core/metaforge-plugin/src/main/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoader.java b/core/metaforge-plugin/src/main/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoader.java
index 1050a53442..56f6b1e578 100644
--- a/core/metaforge-plugin/src/main/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoader.java
+++ b/core/metaforge-plugin/src/main/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoader.java
@@ -3,11 +3,11 @@
 import lombok.extern.slf4j.Slf4j;
 import org.devlive.metaforge.plugin.Plugin;
 import org.devlive.metaforge.plugin.SpiType;
+import org.devlive.metaforge.plugin.utils.VersionUtils;
 
 import java.io.File;
 import java.lang.reflect.Modifier;
 import java.net.URL;
-import java.net.URLClassLoader;
 import java.nio.file.Files;
 import java.nio.file.Path;
 import java.util.ArrayList;
@@ -59,7 +59,7 @@ public List<Plugin> load(Path path, Set<String> parentClassLoaderPackages)
 
             // 创建类加载器
             // Create class loader
-            URLClassLoader classLoader = createProjectClassLoader(targetClasses, targetDependencies);
+            PluginClassLoader classLoader = createProjectClassLoader(targetClasses, targetDependencies, path, parentClassLoaderPackages);
 
             // 查找并加载插件类
             // Find and load plugin classes
@@ -73,7 +73,7 @@ public List<Plugin> load(Path path, Set<String> parentClassLoaderPackages)
 
     // 创建项目类加载器
     // Create project class loader
-    private URLClassLoader createProjectClassLoader(Path targetClasses, Path targetDependencies)
+    private PluginClassLoader createProjectClassLoader(Path targetClasses, Path targetDependencies, Path module, Set<String> parentClassLoaderPackages)
             throws Exception
     {
         List<URL> urls = new ArrayList<>();
@@ -104,15 +104,19 @@ private URLClassLoader createProjectClassLoader(Path targetClasses, Path targetD
             log.debug("Dependencies directory not found: {}", targetDependencies);
         }
 
-        return new URLClassLoader(
+        return new PluginClassLoader(
                 urls.toArray(new URL[0]),
-                getClass().getClassLoader()
+                getClass().getClassLoader(),
+                module.getFileName().toString(),
+                VersionUtils.determinePluginVersion(module),
+                true,
+                parentClassLoaderPackages
         );
     }
 
     // 查找并加载插件类
     // Find and load plugin classes
-    private List<Plugin> findAndLoadPlugins(URLClassLoader classLoader, Path targetClasses)
+    private List<Plugin> findAndLoadPlugins(PluginClassLoader classLoader, Path targetClasses)
     {
         List<Plugin> plugins = new ArrayList<>();
         try {
@@ -132,6 +136,7 @@ private List<Plugin> findAndLoadPlugins(URLClassLoader classLoader, Path targetC
                                         !cls.isInterface() &&
                                         !Modifier.isAbstract(cls.getModifiers())) {
                                     Plugin plugin = (Plugin) cls.getDeclaredConstructor().newInstance();
+                                    plugin.setPluginClassLoader(classLoader);
                                     plugins.add(plugin);
                                     log.info("Loaded plugin class: {}", className);
                                 }
diff --git a/core/metaforge-plugin/src/test/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoaderTest.java b/core/metaforge-plugin/src/test/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoaderTest.java
new file mode 100644
index 0000000000..5919b7b0b1
--- /dev/null
+++ b/core/metaforge-plugin/src/test/java/org/devlive/metaforge/plugin/loader/CompiledPomPluginLoaderTest.java
@@ -0,0 +1,72 @@
+package org.devlive.metaforge.plugin.loader;
+
+import org.devlive.metaforge.plugin.Plugin;
+import org.devlive.metaforge.plugin.PluginConfigure;
+import org.devlive.metaforge.plugin.PluginManager;
+import org.devlive.metaforge.plugin.PluginType;
+import org.junit.Assert;
+import org.junit.Rule;
+import org.junit.Test;
+import org.junit.rules.TemporaryFolder;
+
+import javax.tools.ToolProvider;
+
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.List;
+import java.util.Set;
+
+public class CompiledPomPluginLoaderTest
+{
+    @Rule
+    public TemporaryFolder temporary = new TemporaryFolder();
+
+    private Path module(String name, String type)
+            throws Exception
+    {
+        Path root = temporary.newFolder(name).toPath();
+        Path classes = root.resolve("target/classes");
+        Files.createDirectories(classes);
+        Path source = root.resolve(name + ".java");
+        Files.writeString(root.resolve("pom.xml"), "<project/>");
+        Files.writeString(source, "package fixtures; public class " + name + " extends org.devlive.metaforge.plugin.Plugin {"
+                + "public org.devlive.metaforge.plugin.PluginType getType() { return org.devlive.metaforge.plugin.PluginType." + type + "; }}");
+        Assert.assertEquals(0, ToolProvider.getSystemJavaCompiler().run(null, null, null,
+                "-classpath", System.getProperty("java.class.path"), "-d", classes.toString(), source.toString()));
+        return root;
+    }
+
+    @Test
+    public void compiledPluginsKeepTheirActualClassLoader()
+            throws Exception
+    {
+        Path root = module("ProbeExecutorPlugin", "EXECUTOR");
+        List<Plugin> loaded = new CompiledPomPluginLoader().load(root, Set.of("java.", "org.devlive.metaforge.plugin."));
+        Assert.assertEquals(1, loaded.size());
+        Plugin plugin = loaded.get(0);
+        Assert.assertNotNull(plugin.getPluginClassLoader());
+        Assert.assertSame(plugin.getClass(), plugin.getPluginClassLoader().loadClass("fixtures.ProbeExecutorPlugin"));
+        Assert.assertNotNull(plugin.getPluginClassLoader().getPluginVersion());
+        plugin.getPluginClassLoader().close();
+    }
+
+    @Test
+    public void aManifestRegistersAllCompiledExecutorsAndSchedulers()
+            throws Exception
+    {
+        Path executor = module("FirstExecutorPlugin", "EXECUTOR");
+        Path scheduler = module("SecondSchedulerPlugin", "SCHEDULER");
+        Path manifest = temporary.getRoot().toPath().resolve("plugins.properties");
+        Files.writeString(manifest, "executor=" + executor.resolve("pom.xml") + "\nscheduler=" + scheduler.resolve("pom.xml") + "\n");
+        PluginManager manager = new PluginManager(PluginConfigure.builder().pluginsDir(manifest).autoCleanup(false).build());
+        try {
+            manager.start();
+            Assert.assertEquals(2, manager.getPluginInfos().size());
+            Assert.assertTrue(manager.getPluginInfos().stream().anyMatch(plugin -> plugin.getType() == PluginType.EXECUTOR));
+            Assert.assertTrue(manager.getPluginInfos().stream().anyMatch(plugin -> plugin.getType() == PluginType.SCHEDULER));
+        }
+        finally {
+            manager.stop();
+        }
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/configure/PluginConfiguration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/configure/PluginConfiguration.java
index 545872c9ea..99dc1d1d3b 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/configure/PluginConfiguration.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/configure/PluginConfiguration.java
@@ -10,6 +10,8 @@
 import org.springframework.context.annotation.Configuration;
 import org.springframework.core.env.Environment;
 
+import java.nio.file.Files;
+import java.nio.file.InvalidPathException;
 import java.nio.file.Path;
 import java.util.Set;
 
@@ -32,10 +34,9 @@ public PluginManager pluginManager()
     {
         EnvironmentUtils.printEnvironmentInfo();
 
-        String root = environment.getProperty("spring.config.location");
         Path projectRoot = PluginPathUtils.findProjectRoot();
         PluginConfigure config = PluginConfigure.builder()
-                .pluginsDir(PluginPathUtils.appendPath("plugins"))
+                .pluginsDir(pluginsDirectory(projectRoot, EnvironmentUtils.isIdeEnvironment()))
                 .autoCleanup(true)
                 .build();
 
@@ -44,17 +45,45 @@ public PluginManager pluginManager()
             config.addParentClassLoaderPackage(extendPackages);
         }
 
-        // 开发模式下生效，如果涉及到插件的安装卸载，请注释掉这部分代码
-        // In development mode, it is effective, if there is a plugin installation and uninstallation, please comment out this code
-        if (EnvironmentUtils.isIdeEnvironment()) {
-            log.info("Development mode is development mode");
-            config.setPluginsDir(projectRoot.resolve(Path.of(String.join("/", root, "plugins.properties"))));
-        }
-
         log.info("Plugins directory: {}", config.getPluginsDir());
         PluginManager pluginManager = new PluginManager(config);
         pluginManager.start();
 
         return pluginManager;
     }
+
+    Path pluginsDirectory(Path projectRoot, boolean development)
+    {
+        if (development) {
+            for (String property : new String[] {"spring.config.additional-location", "spring.config.location"}) {
+                String locations = environment.getProperty(property, "");
+                String[] entries = locations.split(",");
+                for (int index = entries.length - 1; index >= 0; index--) {
+                    String location = entries[index].trim().replaceFirst("^optional:", "").replaceFirst("^file:", "");
+                    if (location.isEmpty() || location.startsWith("classpath:")) {
+                        continue;
+                    }
+                    try {
+                        Path path = projectRoot.resolve(location).normalize();
+                        Path directory = Files.isRegularFile(path) ? path.getParent() : path;
+                        Path properties = directory.resolve("plugins.properties");
+                        if (Files.isRegularFile(properties)) {
+                            return properties;
+                        }
+                    }
+                    catch (InvalidPathException e) {
+                        log.debug("Invalid development plugin configuration location: {}", location, e);
+                    }
+                }
+            }
+            for (String location : new String[] {"config/plugins.properties", "configure/etc/conf/plugins.properties"}) {
+                Path properties = projectRoot.resolve(location);
+                if (Files.isRegularFile(properties)) {
+                    return properties;
+                }
+            }
+            log.warn("Development plugin manifest not found; using the installed plugins directory");
+        }
+        return projectRoot.resolve("plugins");
+    }
 }
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/DataSetController.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/DataSetController.java
index fe350b8c54..869af6241d 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/DataSetController.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/DataSetController.java
@@ -1,15 +1,20 @@
 package org.devlive.metaforge.server.controller;
 
+import org.devlive.metaforge.common.enums.FunctionType;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.plugin.PluginMetadata;
 import org.devlive.metaforge.service.body.FilterBody;
 import org.devlive.metaforge.service.body.adhoc.Adhoc;
+import org.devlive.metaforge.service.dataset.DatasetVirtualColumns;
 import org.devlive.metaforge.service.entity.DataSetColumnEntity;
 import org.devlive.metaforge.service.entity.DataSetEntity;
 import org.devlive.metaforge.service.entity.DatasetHistoryEntity;
+import org.devlive.metaforge.service.entity.FunctionEntity;
 import org.devlive.metaforge.service.entity.PageEntity;
+import org.devlive.metaforge.service.initializer.InitializerConfigure;
 import org.devlive.metaforge.service.repository.DataSetRepository;
 import org.devlive.metaforge.service.service.DataSetService;
+import org.devlive.metaforge.service.service.FunctionService;
 import org.devlive.metaforge.spi.model.Response;
 import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.PathVariable;
@@ -20,7 +25,9 @@
 import org.springframework.web.bind.annotation.RestController;
 
 import java.util.List;
+import java.util.Map;
 import java.util.Set;
+import java.util.stream.Collectors;
 
 @RestController()
 @RequestMapping(value = "/api/v1/dataset")
@@ -30,11 +37,55 @@ public class DataSetController
     private final DataSetRepository repository;
     private final DataSetService service;
 
-    protected DataSetController(DataSetRepository repository, DataSetService service)
+    private final FunctionService functions;
+    private final InitializerConfigure initializer;
+
+    protected DataSetController(DataSetRepository repository, DataSetService service, FunctionService functions, InitializerConfigure initializer)
     {
         super(repository, service);
         this.repository = repository;
         this.service = service;
+        this.functions = functions;
+        this.initializer = initializer;
+    }
+
+    @PostMapping(value = "validateColumns")
+    public CommonResponse<Boolean> validateColumns(@RequestBody List<DataSetColumnEntity> columns)
+    {
+        try {
+            DatasetVirtualColumns.validate(columns);
+            return CommonResponse.success(true);
+        }
+        catch (IllegalArgumentException exception) {
+            return CommonResponse.failure(exception.getMessage());
+        }
+    }
+
+    @GetMapping(value = "columnFunctions")
+    public CommonResponse<Map<String, Object>> columnFunctions()
+    {
+        String engine = initializer.getDataSetConfigure().getType();
+        if (engine == null || engine.isBlank()) {
+            return CommonResponse.failure("Dataset storage engine is not configured");
+        }
+        CommonResponse<PageEntity<FunctionEntity>> response = functions.getAllByPlugin(engine);
+        if (!response.getStatus()) {
+            return CommonResponse.failure(String.valueOf(response.getMessage()));
+        }
+        List<Map<String, String>> available = response.getData().getContent().stream()
+                .filter(function -> function.getType() == FunctionType.FUNCTION && function.getName() != null
+                        && function.getName().matches("[a-zA-Z_][a-zA-Z0-9_]*") && !DatasetVirtualColumns.isAggregateFunction(function.getName()))
+                .map(function -> Map.of("name", function.getName(),
+                        "example", function.getExample() == null ? "" : function.getExample(),
+                        "description", function.getDescription() == null ? "" : function.getDescription()))
+                .collect(Collectors.toList());
+        return CommonResponse.success(Map.of("engine", engine, "functions", available));
+    }
+
+    @GetMapping(value = "preview/{code}")
+    public CommonResponse<Response> preview(@PathVariable String code)
+    {
+        return service.preview(code);
     }
 
     @PutMapping(value = "rebuild/{code}")
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
index 235ccf03f1..209c6b5562 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
@@ -1,6 +1,7 @@
 package org.devlive.metaforge.server.runner;
 
 import lombok.extern.slf4j.Slf4j;
+import org.devlive.metaforge.server.service.DatasetColumnExpressionMigration;
 import org.devlive.metaforge.server.service.NavigationMigration;
 import org.devlive.metaforge.server.service.SourceTypeMigration;
 import org.devlive.metaforge.service.initializer.InstallationState;
@@ -38,6 +39,7 @@ public void run(String... args)
         try (Connection connection = dataSource.getConnection()) {
             NavigationMigration.apply(connection);
             SourceTypeMigration.apply(connection);
+            DatasetColumnExpressionMigration.apply(connection);
         }
     }
 }
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java
new file mode 100644
index 0000000000..18c132fa47
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java
@@ -0,0 +1,24 @@
+package org.devlive.metaforge.server.service;
+
+import java.sql.Connection;
+import java.sql.ResultSet;
+
+/** Safe for old databases, new installations and a retry after MySQL DDL auto-commit. */
+public final class DatasetColumnExpressionMigration
+{
+    private DatasetColumnExpressionMigration() {}
+
+    public static void apply(Connection connection)
+            throws Exception
+    {
+        String table = connection.getMetaData().storesUpperCaseIdentifiers() ? "METAFORGE_DATASET_COLUMN" : "metaforge_dataset_column";
+        try (ResultSet columns = connection.getMetaData().getColumns(connection.getCatalog(), connection.getSchema(), table, null)) {
+            while (columns.next()) {
+                if ("expression".equalsIgnoreCase(columns.getString("COLUMN_NAME"))) {
+                    return;
+                }
+            }
+        }
+        SchemaMigration.apply(connection, "dataset-column-expression-v1", "schema/dataset-column-expression-migration.sql");
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
index 7d00fdf709..2f2a62fe8a 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
@@ -219,6 +219,7 @@ private void installOnActiveDatasource(SetupInstallBody body)
             executeScript(connection, "schema/setup-data.sql");
             NavigationMigration.apply(connection);
             SourceTypeMigration.apply(connection);
+            DatasetColumnExpressionMigration.apply(connection);
             createAdministrator(connection, body);
         }
         reloadRuntimeConfigures();
@@ -233,6 +234,7 @@ private void installOnTargetDatasource(SetupInstallBody body)
             executeScript(connection, "schema/setup-data.sql");
             NavigationMigration.apply(connection);
             SourceTypeMigration.apply(connection);
+            DatasetColumnExpressionMigration.apply(connection);
             createAdministrator(connection, body);
         }
         persistDatasourceOverride(target);
diff --git a/core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql b/core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql
new file mode 100644
index 0000000000..7479107400
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql
@@ -0,0 +1 @@
+ALTER TABLE `metaforge_dataset_column` ADD COLUMN `expression` TEXT;
diff --git a/core/metaforge-server/src/main/resources/schema/setup-schema-h2.sql b/core/metaforge-server/src/main/resources/schema/setup-schema-h2.sql
index 0fdaa0cf9d..392133c5bf 100644
--- a/core/metaforge-server/src/main/resources/schema/setup-schema-h2.sql
+++ b/core/metaforge-server/src/main/resources/schema/setup-schema-h2.sql
@@ -84,6 +84,7 @@ CREATE TABLE IF NOT EXISTS `metaforge_dataset_column` (
 `comment` varchar(255) DEFAULT NULL,
 `original` varchar(255) DEFAULT NULL,
 `default_value` varchar(255) DEFAULT NULL,
+`expression` text DEFAULT NULL,
 `position` int DEFAULT NULL,
 `is_nullable` tinyint(1) DEFAULT '0',
 `length` int DEFAULT NULL,
diff --git a/core/metaforge-server/src/main/resources/schema/setup-schema.sql b/core/metaforge-server/src/main/resources/schema/setup-schema.sql
index 7e00775ed1..0a786e8a19 100644
--- a/core/metaforge-server/src/main/resources/schema/setup-schema.sql
+++ b/core/metaforge-server/src/main/resources/schema/setup-schema.sql
@@ -84,6 +84,7 @@ CREATE TABLE IF NOT EXISTS `metaforge_dataset_column` (
   `comment` varchar(255) DEFAULT NULL,
   `original` varchar(255) DEFAULT NULL,
   `default_value` varchar(255) DEFAULT NULL,
+  `expression` text DEFAULT NULL,
   `position` int DEFAULT NULL,
   `is_nullable` tinyint(1) DEFAULT '0',
   `length` int DEFAULT NULL,
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/configure/PluginConfigurationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/configure/PluginConfigurationTest.java
new file mode 100644
index 0000000000..c15d4fb1be
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/configure/PluginConfigurationTest.java
@@ -0,0 +1,75 @@
+package org.devlive.metaforge.server.configure;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.io.TempDir;
+import org.springframework.mock.env.MockEnvironment;
+
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+
+public class PluginConfigurationTest
+{
+    @TempDir
+    private Path root;
+
+    private Path manifest(String location)
+            throws IOException
+    {
+        Path path = root.resolve(location);
+        Files.createDirectories(path.getParent());
+        Files.writeString(path, "metaforge-executor-local=executor/metaforge-executor-local/pom.xml\n");
+        return path;
+    }
+
+    @Test
+    public void developmentWithoutConfigLocationUsesRepositoryManifest()
+            throws IOException
+    {
+        Path expected = manifest("configure/etc/conf/plugins.properties");
+        assertEquals(expected, new PluginConfiguration(new MockEnvironment()).pluginsDirectory(root, true));
+        assertFalse(Files.exists(root.resolve("null")));
+    }
+
+    @Test
+    public void developmentHonorsFileAndDirectoryConfigurationLocations()
+            throws IOException
+    {
+        Path expected = manifest("custom/plugins.properties");
+        Path application = root.resolve("custom/application.properties");
+        Files.writeString(application, "");
+        for (String location : new String[] {"custom", "optional:file:" + application, "file:" + application.getParent() + "/"}) {
+            MockEnvironment environment = new MockEnvironment().withProperty("spring.config.location", location);
+            assertEquals(expected, new PluginConfiguration(environment).pluginsDirectory(root, true));
+        }
+    }
+
+    @Test
+    public void additionalLocationAndLocalManifestHavePriority()
+            throws IOException
+    {
+        manifest("configure/etc/conf/plugins.properties");
+        manifest("custom/plugins.properties");
+        Path expected = manifest("override/plugins.properties");
+        MockEnvironment environment = new MockEnvironment()
+                .withProperty("spring.config.location", "custom")
+                .withProperty("spring.config.additional-location", "missing,optional:file:override/");
+        assertEquals(expected, new PluginConfiguration(environment).pluginsDirectory(root, true));
+        Path local = manifest("config/plugins.properties");
+        assertEquals(local, new PluginConfiguration(new MockEnvironment()).pluginsDirectory(root, true));
+    }
+
+    @Test
+    public void productionAlwaysUsesInstalledPluginsAndMissingManifestsDoNotCreateDirectories()
+            throws IOException
+    {
+        PluginConfiguration configuration = new PluginConfiguration(new MockEnvironment());
+        assertEquals(root.resolve("plugins"), configuration.pluginsDirectory(root, true));
+        assertFalse(Files.exists(root.resolve("plugins")));
+        manifest("configure/etc/conf/plugins.properties");
+        assertEquals(root.resolve("plugins"), configuration.pluginsDirectory(root, false));
+    }
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/controller/DatasetColumnFunctionsControllerTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/controller/DatasetColumnFunctionsControllerTest.java
new file mode 100644
index 0000000000..b3fe149a1a
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/controller/DatasetColumnFunctionsControllerTest.java
@@ -0,0 +1,84 @@
+package org.devlive.metaforge.server.controller;
+
+import org.devlive.metaforge.common.enums.FunctionType;
+import org.devlive.metaforge.common.response.CommonResponse;
+import org.devlive.metaforge.service.entity.FunctionEntity;
+import org.devlive.metaforge.service.entity.PageEntity;
+import org.devlive.metaforge.service.initializer.DataSetConfigure;
+import org.devlive.metaforge.service.initializer.InitializerConfigure;
+import org.devlive.metaforge.service.repository.DataSetRepository;
+import org.devlive.metaforge.service.service.DataSetService;
+import org.devlive.metaforge.service.service.FunctionService;
+import org.junit.jupiter.api.Test;
+import org.springframework.data.domain.PageImpl;
+import org.springframework.http.MediaType;
+import org.springframework.test.web.servlet.MockMvc;
+import org.springframework.test.web.servlet.setup.MockMvcBuilders;
+
+import java.util.List;
+
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.when;
+import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.get;
+import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.post;
+import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.jsonPath;
+import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.status;
+
+public class DatasetColumnFunctionsControllerTest
+{
+    private final FunctionService functions = mock(FunctionService.class);
+    private final InitializerConfigure initializer = mock(InitializerConfigure.class);
+    private final DataSetService datasets = mock(DataSetService.class);
+    private final MockMvc mvc = MockMvcBuilders.standaloneSetup(new DataSetController(mock(DataSetRepository.class), datasets, functions, initializer)).build();
+
+    @Test
+    public void catalogComesFromTheDatasetTargetEngine()
+            throws Exception
+    {
+        DataSetConfigure target = mock(DataSetConfigure.class);
+        when(initializer.getDataSetConfigure()).thenReturn(target);
+        when(target.getType()).thenReturn("ClickHouse");
+        FunctionEntity function = new FunctionEntity();
+        function.setName("round");
+        function.setType(FunctionType.FUNCTION);
+        FunctionEntity keyword = new FunctionEntity();
+        keyword.setName("SELECT");
+        keyword.setType(FunctionType.KEYWORD);
+        when(functions.getAllByPlugin("ClickHouse")).thenReturn(CommonResponse.success(PageEntity.build(new PageImpl<>(List.of(function, keyword)))));
+        mvc.perform(get("/api/v1/dataset/columnFunctions")).andExpect(status().isOk())
+                .andExpect(jsonPath("$.data.engine").value("ClickHouse"))
+                .andExpect(jsonPath("$.data.functions.length()").value(1))
+                .andExpect(jsonPath("$.data.functions[0].name").value("round"));
+    }
+
+    @Test
+    public void validationIsRealAndRejectsUnknownColumns()
+            throws Exception
+    {
+        String columns = "[{\"name\":\"amount\"},{\"name\":\"net\",\"virtualColumn\":true,\"formula\":\"round(amount, 2)\"}]";
+        mvc.perform(post("/api/v1/dataset/validateColumns").contentType(MediaType.APPLICATION_JSON).content(columns))
+                .andExpect(status().isOk()).andExpect(jsonPath("$.status").value(true));
+        mvc.perform(post("/api/v1/dataset/validateColumns").contentType(MediaType.APPLICATION_JSON).content(columns.replace("round(amount, 2)", "round(unknown, 2)")))
+                .andExpect(status().isOk()).andExpect(jsonPath("$.status").value(false));
+    }
+    @Test
+    public void storedPreviewUsesTheDatasetService()
+            throws Exception
+    {
+        when(datasets.preview("TARGET")).thenReturn(CommonResponse.success(org.devlive.metaforge.spi.model.Response.builder().isSuccessful(true).build()));
+        mvc.perform(get("/api/v1/dataset/preview/TARGET")).andExpect(status().isOk()).andExpect(jsonPath("$.status").value(true));
+        org.mockito.Mockito.verify(datasets).preview("TARGET");
+    }
+
+    @Test
+    public void newDatasetWithoutAClientCodeReceivesAServerGeneratedIdentity()
+            throws Exception
+    {
+        org.mockito.Mockito.when(datasets.saveOrUpdate(org.mockito.ArgumentMatchers.any(), org.mockito.ArgumentMatchers.any()))
+                .thenAnswer(invocation -> CommonResponse.success(invocation.getArgument(1)));
+        mvc.perform(post("/api/v1/dataset").contentType(MediaType.APPLICATION_JSON)
+                        .content("{\"name\":\"New dataset\",\"source\":{\"code\":\"A\"},\"columns\":[{\"name\":\"id\"}]}"))
+                .andExpect(status().isOk()).andExpect(jsonPath("$.data.code").isNotEmpty());
+    }
+
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java
new file mode 100644
index 0000000000..f0a04236b0
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java
@@ -0,0 +1,84 @@
+package org.devlive.metaforge.server.service;
+
+import org.devlive.metaforge.plugin.PluginManager;
+import org.devlive.metaforge.service.SelfException;
+import org.devlive.metaforge.service.entity.DataSetColumnEntity;
+import org.devlive.metaforge.service.entity.DataSetEntity;
+import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.repository.DataSetColumnRepository;
+import org.devlive.metaforge.service.repository.DataSetRepository;
+import org.devlive.metaforge.service.security.UserDetailsService;
+import org.devlive.metaforge.service.service.impl.DataSetServiceImpl;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.security.authentication.UsernamePasswordAuthenticationToken;
+import org.springframework.security.core.context.SecurityContextHolder;
+
+import java.util.List;
+import java.util.Optional;
+import java.util.Set;
+
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.mockito.ArgumentMatchers.any;
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.never;
+import static org.mockito.Mockito.verify;
+import static org.mockito.Mockito.verifyNoInteractions;
+import static org.mockito.Mockito.when;
+
+public class DatasetAccessTest
+{
+    private final DataSetRepository datasets = mock(DataSetRepository.class);
+    private final DataSetColumnRepository columns = mock(DataSetColumnRepository.class);
+    private final PluginManager plugins = mock(PluginManager.class);
+    private final DataSetServiceImpl service = new DataSetServiceImpl(datasets, columns, null, plugins, null, null, null, null, null, null, null);
+
+    @BeforeEach
+    public void authenticate()
+    {
+        UserDetailsService user = new UserDetailsService(1L, "USER", "owner", "", List.of(), null);
+        SecurityContextHolder.getContext().setAuthentication(new UsernamePasswordAuthenticationToken(user, "", user.getAuthorities()));
+    }
+
+    @AfterEach
+    public void clear()
+    {
+        SecurityContextHolder.clearContext();
+    }
+
+    private DataSetEntity dataset(long owner)
+    {
+        return DataSetEntity.builder().id(7L).code("TARGET").user(UserEntity.builder().id(owner).build())
+                .columns(Set.of(DataSetColumnEntity.builder().name("amount").id(42L).build())).build();
+    }
+
+    @Test
+    public void previewRejectsAnotherUsersDatasetBeforeTouchingStorage()
+    {
+        when(datasets.findByCode("TARGET")).thenReturn(Optional.of(dataset(2)));
+        assertThrows(SelfException.class, () -> service.preview("TARGET"));
+        verifyNoInteractions(columns, plugins);
+    }
+
+    @Test
+    public void replacingQueryDefinitionRejectsAnotherUsersDataset()
+    {
+        when(datasets.findById(7L)).thenReturn(Optional.of(dataset(2)));
+        assertThrows(SelfException.class, () -> service.saveOrUpdate(datasets, dataset(1)));
+        verify(datasets, never()).save(any());
+        verifyNoInteractions(columns, plugins);
+    }
+
+    @Test
+    public void replacementCannotReuseColumnsFromADifferentDataset()
+    {
+        DataSetEntity original = dataset(1);
+        when(datasets.findById(7L)).thenReturn(Optional.of(original));
+        when(columns.findAllByDataset(original)).thenReturn(List.of(DataSetColumnEntity.builder().id(99L).name("owned").build()));
+        assertFalse(service.saveOrUpdate(datasets, dataset(1)).getStatus());
+        verify(datasets, never()).save(any());
+        verifyNoInteractions(plugins);
+    }
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java
new file mode 100644
index 0000000000..7e397fd6e0
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java
@@ -0,0 +1,50 @@
+package org.devlive.metaforge.server.service;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.core.io.ClassPathResource;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.datasource.DriverManagerDataSource;
+import org.springframework.jdbc.datasource.init.ScriptUtils;
+
+import java.sql.Connection;
+import java.util.UUID;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+
+public class DatasetColumnExpressionMigrationTest
+{
+    @Test
+    public void upgradesExistingColumnsWithoutLosingRowsAndCanRunRepeatedly()
+            throws Exception
+    {
+        for (String identifiers : new String[] {"", ";DATABASE_TO_LOWER=TRUE"}) {
+            DriverManagerDataSource source = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DB_CLOSE_DELAY=-1" + identifiers, "sa", "");
+            JdbcTemplate jdbc = new JdbcTemplate(source);
+            try (Connection connection = source.getConnection()) {
+                ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
+                jdbc.execute("ALTER TABLE metaforge_dataset_column DROP COLUMN expression");
+                jdbc.update("INSERT INTO metaforge_dataset_column (id, name, is_virtual_column) VALUES (10, 'legacy', 1)");
+                DatasetColumnExpressionMigration.apply(connection);
+                DatasetColumnExpressionMigration.apply(connection);
+                assertEquals("legacy", jdbc.queryForObject("SELECT name FROM metaforge_dataset_column WHERE id = 10", String.class));
+                jdbc.update("UPDATE metaforge_dataset_column SET expression = 'round(amount, 2)' WHERE id = 10");
+                assertEquals("round(amount, 2)", jdbc.queryForObject("SELECT expression FROM metaforge_dataset_column WHERE id = 10", String.class));
+            }
+            finally {
+                jdbc.execute("SHUTDOWN");
+            }
+        }
+    }
+
+    @Test
+    public void newInstallationsAlreadyHaveTheColumnAndMigrationIsANoOp()
+            throws Exception
+    {
+        DriverManagerDataSource source = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL", "sa", "");
+        try (Connection connection = source.getConnection()) {
+            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
+            DatasetColumnExpressionMigration.apply(connection);
+            new JdbcTemplate(source).queryForList("SELECT expression FROM metaforge_dataset_column");
+        }
+    }
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetVirtualColumnsTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetVirtualColumnsTest.java
new file mode 100644
index 0000000000..20ecea9892
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetVirtualColumnsTest.java
@@ -0,0 +1,102 @@
+package org.devlive.metaforge.server.service;
+
+import org.devlive.metaforge.common.sql.SqlBuilder;
+import org.devlive.metaforge.common.sql.configure.SqlBody;
+import org.devlive.metaforge.common.sql.configure.SqlColumn;
+import org.devlive.metaforge.common.sql.configure.SqlOperator;
+import org.devlive.metaforge.common.sql.configure.SqlType;
+import org.devlive.metaforge.service.dataset.DatasetVirtualColumns;
+import org.devlive.metaforge.service.entity.DataSetColumnEntity;
+import org.junit.jupiter.api.Test;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.datasource.DriverManagerDataSource;
+
+import java.util.List;
+import java.util.Set;
+import java.util.UUID;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+public class DatasetVirtualColumnsTest
+{
+    private DataSetColumnEntity column(long id, String name, String expression)
+    {
+        return DataSetColumnEntity.builder().id(id).name(name).virtualColumn(expression != null).formula(expression).build();
+    }
+
+    @Test
+    public void acceptsNestedScalarFunctionsAndPhysicalFieldReferences()
+    {
+        String expression = DatasetVirtualColumns.normalize("round(abs(`amount`) * 1.1, 2)", Set.of("amount"));
+        assertTrue(expression.contains("round"));
+        DatasetVirtualColumns.validate(List.of(column(1, "amount", null), column(2, "net", expression)));
+    }
+
+    @Test
+    public void rejectsUnknownFieldsVirtualDependenciesStatementsAliasesAndAggregations()
+    {
+        for (String expression : new String[] {"", "missing * 2", "other_virtual + 1", "other.amount", "amount; DELETE FROM orders", "amount AS renamed", "(SELECT amount FROM orders)", "sum(amount)", "count(amount)", "sumIf(amount, amount > 0)"}) {
+            assertThrows(IllegalArgumentException.class, () -> DatasetVirtualColumns.normalize(expression, Set.of("amount")), expression);
+        }
+    }
+
+    @Test
+    public void commentsCannotSwallowGeneratedSqlAndStringsRemainIntact()
+    {
+        String expression = DatasetVirtualColumns.normalize("concat('x -- note', `name`) -- trailing comment", Set.of("name"));
+        assertTrue(expression.contains("'x -- note'"));
+        assertFalse(expression.contains("trailing comment"));
+    }
+
+    @Test
+    public void virtualFunctionsExecuteInRealSqlAndRemainAvailableToOuterFilters()
+    {
+        JdbcTemplate jdbc = new JdbcTemplate(new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", ""));
+        try {
+            jdbc.execute("CREATE TABLE orders (amount DOUBLE, name VARCHAR(40))");
+            jdbc.update("INSERT INTO orders VALUES (10, 'alice'), (3, 'bob')");
+            List<DataSetColumnEntity> columns = List.of(column(1, "amount", null), column(2, "name", null),
+                    column(3, "net", "round(amount * 1.1, 2)"), column(4, "display_name", "upper(name)"));
+            String table = DatasetVirtualColumns.table("public", "orders", columns, Set.of(3L, 4L));
+            String sql = new SqlBuilder(SqlBody.builder().type(SqlType.SELECT).table(table)
+                    .columns(List.of(SqlColumn.builder().column("net").build(), SqlColumn.builder().column("display_name").build()))
+                    .where(List.of(SqlColumn.builder().column("net").operator(SqlOperator.GT).value(10).build())).condition(" AND ").limit(100).build()).getSql();
+            assertEquals(11.0, ((Number) jdbc.queryForList(sql).get(0).get("net")).doubleValue(), 0.00001);
+            assertEquals("ALICE", jdbc.queryForList(sql).get(0).get("display_name"));
+            String aggregation = "SELECT SUM(net) FROM " + table;
+            assertEquals(14.3, jdbc.queryForObject(aggregation, Double.class), 0.00001);
+        }
+        finally {
+            jdbc.execute("SHUTDOWN");
+        }
+    }
+
+    @Test
+    public void physicalOnlyQueriesAndLegacyBlankVirtualColumnsKeepTheirExistingPath()
+    {
+        assertEquals(null, DatasetVirtualColumns.table("db", "orders", List.of(column(1, "amount", null)), Set.of(1L)));
+        DataSetColumnEntity legacy = column(2, "old_virtual", "");
+        assertEquals(null, DatasetVirtualColumns.table("db", "orders", List.of(column(1, "amount", null), legacy), Set.of(1L)));
+        assertThrows(IllegalArgumentException.class, () -> DatasetVirtualColumns.validate(List.of(legacy)));
+    }
+    @Test
+    public void rawDatasetPreviewPreservesDuplicateRowsAndDoesNotAggregate()
+    {
+        JdbcTemplate jdbc = new JdbcTemplate(new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", ""));
+        try {
+            jdbc.execute("CREATE TABLE orders (amount DOUBLE)");
+            jdbc.update("INSERT INTO orders VALUES (10), (10)");
+            String sql = DatasetVirtualColumns.previewSql("public", "orders", List.of(column(1, "amount", null), column(2, "net", "round(amount * 1.1, 2)")));
+            assertFalse(sql.contains("GROUP BY"));
+            assertTrue(sql.contains("LIMIT 100"));
+            assertEquals(2, jdbc.queryForList(sql).size());
+        }
+        finally {
+            jdbc.execute("SHUTDOWN");
+        }
+    }
+
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java
index 8394b1ef16..58f58b2743 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java
@@ -1,6 +1,7 @@
 package org.devlive.metaforge.server.service;
 
 import org.devlive.metaforge.service.entity.ConfigureEntity;
+import org.devlive.metaforge.service.entity.DataSetColumnEntity;
 import org.devlive.metaforge.service.entity.DatasetHistoryEntity;
 import org.junit.jupiter.api.Test;
 import org.springframework.core.io.ClassPathResource;
@@ -45,6 +46,14 @@ public void testSetupSchemaSupportsCurrentEntitiesAndRepeatedInitialization()
                 // previously failed after installing an outdated schema.
                 assertTrue(manager.createQuery("SELECT h FROM DatasetHistoryEntity h", DatasetHistoryEntity.class).getResultList().isEmpty());
                 assertTrue(manager.createQuery("SELECT c FROM ConfigureEntity c", ConfigureEntity.class).getResultList().isEmpty());
+                DataSetColumnEntity column = DataSetColumnEntity.builder().name("rounded_amount").aliasName("Rounded amount")
+                        .virtualColumn(true).customColumn(true).formula("round(amount, 2)").build();
+                manager.getTransaction().begin();
+                manager.persist(column);
+                manager.getTransaction().commit();
+                Long columnId = column.getId();
+                manager.clear();
+                assertEquals("round(amount, 2)", manager.find(DataSetColumnEntity.class, columnId).getFormula());
             }
             finally {
                 manager.close();
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/dataset/DatasetVirtualColumns.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/dataset/DatasetVirtualColumns.java
new file mode 100644
index 0000000000..8ec824567d
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/dataset/DatasetVirtualColumns.java
@@ -0,0 +1,147 @@
+package org.devlive.metaforge.service.dataset;
+
+import org.antlr.v4.runtime.BaseErrorListener;
+import org.antlr.v4.runtime.CharStreams;
+import org.antlr.v4.runtime.CommonTokenStream;
+import org.antlr.v4.runtime.RecognitionException;
+import org.antlr.v4.runtime.Recognizer;
+import org.antlr.v4.runtime.Token;
+import org.antlr.v4.runtime.tree.ParseTree;
+import org.devlive.metaforge.common.sql.SqlBuilder;
+import org.devlive.metaforge.common.sql.configure.SqlBody;
+import org.devlive.metaforge.common.sql.configure.SqlColumn;
+import org.devlive.metaforge.common.sql.configure.SqlType;
+import org.devlive.metaforge.service.entity.DataSetColumnEntity;
+import org.devlive.metaforge.sql.parser.SqlBaseLexer;
+import org.devlive.metaforge.sql.parser.SqlBaseParser;
+
+import java.util.Collection;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Locale;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+/** Persistent row-level expressions are evaluated by the dataset storage engine. */
+public final class DatasetVirtualColumns
+{
+    private static final Set<String> AGGREGATES = Set.of("sum", "avg", "count", "min", "max", "uniq", "uniqexact", "any", "anylast",
+            "argmin", "argmax", "grouparray", "groupuniqarray", "median", "quantile", "stddevpop", "stddevsamp", "varpop", "varsamp");
+
+    private DatasetVirtualColumns() {}
+
+    public static void validate(Collection<DataSetColumnEntity> columns)
+    {
+        if (columns == null || columns.isEmpty()) {
+            throw new IllegalArgumentException("Dataset columns are required");
+        }
+        Set<String> names = new HashSet<>();
+        for (DataSetColumnEntity column : columns) {
+            if (column.getName() == null || column.getName().trim().isEmpty() || !names.add(column.getName())) {
+                throw new IllegalArgumentException("Column names must be non-empty and unique");
+            }
+        }
+        Set<String> physical = columns.stream().filter(column -> !column.isVirtualColumn()).map(DataSetColumnEntity::getName).collect(Collectors.toSet());
+        for (DataSetColumnEntity column : columns) {
+            if (column.isVirtualColumn()) {
+                normalize(column.getFormula(), physical);
+            }
+        }
+    }
+
+    public static String normalize(String expression, Set<String> physicalColumns)
+    {
+        if (expression == null || expression.trim().isEmpty() || expression.length() > 4000) {
+            throw new IllegalArgumentException("Virtual column expression is required and must not exceed 4000 characters");
+        }
+        BaseErrorListener errors = new BaseErrorListener()
+        {
+            @Override
+            public void syntaxError(Recognizer<?, ?> recognizer, Object symbol, int line, int position, String message, RecognitionException exception)
+            {
+                throw new IllegalArgumentException("Invalid virtual column expression at " + line + ":" + position + ": " + message);
+            }
+        };
+        SqlBaseLexer lexer = new SqlBaseLexer(CharStreams.fromString(expression));
+        lexer.removeErrorListeners();
+        lexer.addErrorListener(errors);
+        CommonTokenStream tokens = new CommonTokenStream(lexer);
+        SqlBaseParser parser = new SqlBaseParser(tokens);
+        parser.removeErrorListeners();
+        parser.addErrorListener(errors);
+        ParseTree tree = parser.expression();
+        if (parser.getCurrentToken().getType() != Token.EOF) {
+            throw new IllegalArgumentException("A virtual column must contain one expression, without SQL statements or aliases");
+        }
+        checkReferences(tree, physicalColumns);
+        // Rebuild from parsed tokens so skipped comments cannot swallow the generated SQL.
+        tokens.fill();
+        return tokens.getTokens().stream().filter(token -> token.getType() != Token.EOF && token.getChannel() == Token.DEFAULT_CHANNEL).map(Token::getText).collect(Collectors.joining(" "));
+    }
+
+    private static void checkReferences(ParseTree tree, Set<String> physical)
+    {
+        if (tree instanceof SqlBaseParser.ColumnReferenceContext) {
+            SqlBaseParser.ColumnReferenceContext reference = (SqlBaseParser.ColumnReferenceContext) tree;
+            String name = reference.columnName().getText();
+            if (name.startsWith("`") && name.endsWith("`")) {
+                name = name.substring(1, name.length() - 1).replace("``", "`");
+            }
+            if (reference.tableName() != null || !physical.contains(name)) {
+                throw new IllegalArgumentException("Unknown physical column in virtual expression: " + name);
+            }
+        }
+        if (tree instanceof SqlBaseParser.WindowFunctionContext) {
+            throw new IllegalArgumentException("Window functions cannot be used in a row-level virtual column");
+        }
+        if (tree instanceof SqlBaseParser.FunctionCallContext) {
+            SqlBaseParser.FunctionCallContext call = (SqlBaseParser.FunctionCallContext) tree;
+            if (call.functionName() != null) {
+                if (isAggregateFunction(call.functionName().getText())) {
+                    throw new IllegalArgumentException("Configure aggregation in the adhoc metric settings; virtual columns use row-level expressions");
+                }
+            }
+        }
+        for (int index = 0; index < tree.getChildCount(); index++) {
+            checkReferences(tree.getChild(index), physical);
+        }
+    }
+
+    public static boolean isAggregateFunction(String name)
+    {
+        String function = name == null ? "" : name.replace("`", "").toLowerCase(Locale.ROOT);
+        return AGGREGATES.contains(function) || function.matches("(sum|avg|count|uniq|uniqexact|min|max|any|argmin|argmax)(if|ornull|state|merge|distinct)+");
+    }
+
+    public static String table(String database, String table, Collection<DataSetColumnEntity> columns, Set<Long> selected)
+    {
+        List<DataSetColumnEntity> virtual = columns.stream().filter(column -> column.isVirtualColumn() && selected.contains(column.getId())
+                && column.getFormula() != null && !column.getFormula().trim().isEmpty()).collect(Collectors.toList());
+        if (virtual.isEmpty()) {
+            return null;
+        }
+        Set<String> physical = columns.stream().filter(column -> !column.isVirtualColumn()).map(DataSetColumnEntity::getName).collect(Collectors.toSet());
+        String projections = virtual.stream().map(column -> "(" + normalize(column.getFormula(), physical) + ") AS " + quote(column.getName())).collect(Collectors.joining(", "));
+        return "(SELECT *, " + projections + " FROM " + quote(database) + "." + quote(table) + ") AS dataset_rows";
+    }
+
+    public static String previewSql(String database, String table, Collection<DataSetColumnEntity> columns)
+    {
+        List<DataSetColumnEntity> available = columns.stream().filter(column -> !column.isVirtualColumn()
+                || (column.getFormula() != null && !column.getFormula().isBlank())).collect(Collectors.toList());
+        if (available.isEmpty()) {
+            throw new IllegalArgumentException("No previewable dataset columns");
+        }
+        String derived = table(database, table, available, available.stream().map(DataSetColumnEntity::getId).collect(Collectors.toSet()));
+        return new SqlBuilder(SqlBody.builder().type(SqlType.SELECT)
+                .database(derived == null ? database : null).table(derived == null ? table : derived)
+                .columns(available.stream().map(column -> SqlColumn.builder().column(quote(column.getName()))
+                        .alias((column.getAliasName() == null || column.getAliasName().isBlank() ? column.getName() : column.getAliasName()).replace("`", "``"))
+                        .build()).collect(Collectors.toList())).limit(100).build()).getSql();
+    }
+
+    private static String quote(String value)
+    {
+        return "`" + value.replace("`", "``") + "`";
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java
index e259323cab..babf8f385e 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java
@@ -47,6 +47,9 @@ public class DataSetColumnEntity
     @Column(name = "default_value")
     private String defaultValue;
 
+    @Column(name = "expression", columnDefinition = "TEXT")
+    private String formula;
+
     @Column(name = "position")
     private int position;
 
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/DataSetService.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/DataSetService.java
index de7080cdf1..925400e3cd 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/DataSetService.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/DataSetService.java
@@ -16,6 +16,8 @@
 public interface DataSetService
         extends BaseService<DataSetEntity>
 {
+    CommonResponse<Response> preview(String code);
+
     CommonResponse<DataSetEntity> rebuild(String code);
 
     CommonResponse<List<DataSetColumnEntity>> getColumnsByCode(String code);
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java
index 3d6b2c5c59..4aadb2cdba 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java
@@ -35,6 +35,7 @@
 import org.devlive.metaforge.service.body.adhoc.Adhoc;
 import org.devlive.metaforge.service.common.ConfigureUtils;
 import org.devlive.metaforge.service.common.FolderUtils;
+import org.devlive.metaforge.service.dataset.DatasetVirtualColumns;
 import org.devlive.metaforge.service.entity.DataSetColumnEntity;
 import org.devlive.metaforge.service.entity.DataSetEntity;
 import org.devlive.metaforge.service.entity.DatasetHistoryEntity;
@@ -143,6 +144,23 @@ public DataSetServiceImpl(DataSetRepository repository, DataSetColumnRepository
     @SendNotification(type = NotificationType.DYNAMIC)
     public CommonResponse<DataSetEntity> saveOrUpdate(BaseRepository<DataSetEntity, Long> repository, DataSetEntity configure)
     {
+        try {
+            DatasetVirtualColumns.validate(configure.getColumns());
+        }
+        catch (IllegalArgumentException exception) {
+            return CommonResponse.failure(exception.getMessage());
+        }
+        if (configure.getId() != null) {
+            DataSetEntity original = repository.findById(configure.getId()).orElseThrow(() -> new IllegalArgumentException("Dataset not found"));
+            isSelf(original);
+            Set<Long> ownedColumns = columnRepository.findAllByDataset(original).stream().map(DataSetColumnEntity::getId).collect(Collectors.toSet());
+            if (configure.getColumns().stream().anyMatch(column -> column.getId() != null && !ownedColumns.contains(column.getId()))) {
+                return CommonResponse.failure("A column does not belong to this dataset");
+            }
+        }
+        else if (configure.getColumns().stream().anyMatch(column -> column.getId() != null)) {
+            return CommonResponse.failure("New datasets cannot reuse persisted column identities");
+        }
         UserEntity user = UserDetailsService.getUser();
         java.util.concurrent.ExecutorService service = Executors.newSingleThreadExecutor();
         service.submit(() -> {
@@ -153,6 +171,26 @@ public CommonResponse<DataSetEntity> saveOrUpdate(BaseRepository<DataSetEntity,
         return CommonResponse.success(configure);
     }
 
+    @Override
+    public CommonResponse<Response> preview(String code)
+    {
+        return repository.findByCode(code).map(dataset -> {
+            isSelf(dataset);
+            if (dataset.getTableName() == null || dataset.getTableName().isBlank()) {
+                return CommonResponse.<Response>failure("Dataset storage is not ready");
+            }
+            String database = initializerConfigure.getDataSetConfigure().getDatabase();
+            String sql = DatasetVirtualColumns.previewSql(database, dataset.getTableName(), columnRepository.findAllByDatasetOrderByPositionAsc(dataset));
+            String type = initializerConfigure.getDataSetConfigure().getType();
+            return pluginManager.getPlugin(type).map(plugin -> {
+                PluginService pluginService = plugin.getService(PluginService.class);
+                Response response = pluginService.execute(getConfigure(database, plugin), sql);
+                response.setContent(sql);
+                return CommonResponse.success(response);
+            }).orElseGet(() -> CommonResponse.failure("Dataset storage plugin not loaded: " + type));
+        }).orElseGet(() -> CommonResponse.failure("Dataset not found: " + code));
+    }
+
     @Override
     public CommonResponse<DataSetEntity> rebuild(String code)
     {
@@ -282,10 +320,13 @@ public CommonResponse<Response> adhoc(String code, Adhoc configure)
                                         }
                                     }));
 
+                    String virtualTable = DatasetVirtualColumns.table(database, item.getTableName(),
+                            columnRepository.findAllByDatasetOrderByPositionAsc(item),
+                            configure.getColumns().stream().map(column -> column.getId()).collect(Collectors.toSet()));
                     SqlBody body = SqlBody.builder()
                             .type(SqlType.SELECT)
-                            .database(database)
-                            .table(item.getTableName())
+                            .database(virtualTable == null ? database : null)
+                            .table(virtualTable == null ? item.getTableName() : virtualTable)
                             .columns(columns)
                             .groups(groupBy)
                             .orders(orderBy)
diff --git a/core/metaforge-spi/src/main/java/org/devlive/metaforge/spi/PluginService.java b/core/metaforge-spi/src/main/java/org/devlive/metaforge/spi/PluginService.java
index 12c639c4a3..51ca2bf547 100644
--- a/core/metaforge-spi/src/main/java/org/devlive/metaforge/spi/PluginService.java
+++ b/core/metaforge-spi/src/main/java/org/devlive/metaforge/spi/PluginService.java
@@ -1158,9 +1158,15 @@ default Response truncateTable(RuntimeConfigure configure, TableDefinition defin
      */
     default Response queryTable(RuntimeConfigure configure, TableDefinition definition)
     {
-        SelectTable tableDefinition = SelectTable.create(definition.getDatabase(), definition.getName())
-                .limit(definition.getPagination().getSize())
-                .offset((long) (definition.getPagination().getPage() - 1) * definition.getPagination().getSize());
+        SelectTable tableDefinition = SelectTable.create(definition.getDatabase(), definition.getName());
+        // An unpaginated preview generates the full dataset SQL without executing it.
+        if (definition.getPagination() != null) {
+            tableDefinition.limit(definition.getPagination().getSize())
+                    .offset((long) (definition.getPagination().getPage() - 1) * definition.getPagination().getSize());
+        }
+        else if (!definition.isPreview()) {
+            throw new IllegalArgumentException("Pagination is required when querying table data");
+        }
 
         // 添加查询列
         definition.getColumns().forEach(col -> tableDefinition.addColumn(SelectColumn.create(col.getName(), DataType.VARCHAR)));
@@ -1171,6 +1177,9 @@ default Response queryTable(RuntimeConfigure configure, TableDefinition definiti
         // 添加筛选
         definition.getFilters().forEach(filter -> tableDefinition.addFilter(Filter.create(filter.getName(), filter.getOperator(), filter.getValue())));
 
+        if (definition.isPreview()) {
+            return this.getResponse(tableDefinition.build(), configure, definition);
+        }
         return this.getResponse(
                 tableDefinition.build(),
                 configure,
diff --git a/core/metaforge-spi/src/test/java/org/devlive/metaforge/spi/TableQueryPreviewTest.java b/core/metaforge-spi/src/test/java/org/devlive/metaforge/spi/TableQueryPreviewTest.java
new file mode 100644
index 0000000000..4a92a399c8
--- /dev/null
+++ b/core/metaforge-spi/src/test/java/org/devlive/metaforge/spi/TableQueryPreviewTest.java
@@ -0,0 +1,47 @@
+package org.devlive.metaforge.spi;
+
+import org.devlive.metaforge.spi.generator.definition.TableDefinition;
+import org.devlive.metaforge.spi.model.Pagination;
+import org.devlive.metaforge.spi.model.Response;
+import org.devlive.metaforge.spi.model.RuntimeConfigure;
+import org.junit.Assert;
+import org.junit.Test;
+
+public class TableQueryPreviewTest
+{
+    private final PluginService service = new PluginService()
+    {
+        @Override
+        public Response execute(RuntimeConfigure configure, String content)
+        {
+            throw new AssertionError("SQL previews must not execute queries");
+        }
+    };
+
+    @Test
+    public void unpaginatedPreviewGeneratesFullDatasetSql()
+    {
+        TableDefinition definition = TableDefinition.create("analytics", "orders");
+        definition.setPreview(true);
+        Response response = service.queryTable(new RuntimeConfigure(), definition);
+        Assert.assertTrue(response.getIsSuccessful());
+        Assert.assertEquals("SELECT *\nFROM `analytics`.`orders`;", response.getContent());
+        Assert.assertFalse(response.getContent().contains("LIMIT"));
+    }
+
+    @Test
+    public void paginatedPreviewKeepsLimitWithoutExecutingCountQuery()
+    {
+        TableDefinition definition = TableDefinition.create("analytics", "orders");
+        definition.setPreview(true);
+        definition.setPagination(Pagination.create(20, 2));
+        Response response = service.queryTable(new RuntimeConfigure(), definition);
+        Assert.assertTrue(response.getContent().contains("LIMIT 20 OFFSET 20"));
+    }
+
+    @Test(expected = IllegalArgumentException.class)
+    public void realTableQueriesStillRequirePagination()
+    {
+        service.queryTable(new RuntimeConfigure(), TableDefinition.create("analytics", "orders"));
+    }
+}
diff --git a/core/metaforge-ui/src/components/MfModal.vue b/core/metaforge-ui/src/components/MfModal.vue
index c2b48a6317..7e7fd2eee4 100644
--- a/core/metaforge-ui/src/components/MfModal.vue
+++ b/core/metaforge-ui/src/components/MfModal.vue
@@ -1,15 +1,24 @@
 <script setup lang="ts">
-import { computed } from 'vue'
+import { computed, nextTick, onBeforeUnmount, ref, watch } from 'vue'
 
 const props = withDefaults(defineProps<{
     open?: boolean
     title?: string
     width?: string
+    height?: string
+    subtitle?: string
+    bodyClass?: string
+    trapFocus?: boolean
+    overlayClass?: string
+    closeDisabled?: boolean
+    panelClass?: string
     closeOnOverlay?: boolean
     closeOnEsc?: boolean
 }>(), {
     open: false,
     width: '480px',
+    bodyClass: 'px-5 py-4',
+    trapFocus: false,
     closeOnOverlay: true,
     closeOnEsc: true,
 })
@@ -31,12 +40,46 @@ function onOverlayClick(): void {
 }
 
 function onKeydown(event: KeyboardEvent): void {
+    if (props.trapFocus && event.key === 'Tab') {
+        const controls = focusable()
+        const first = controls[0]
+        const last = controls[controls.length - 1]
+        if (first && event.shiftKey && panel.value?.ownerDocument.activeElement === first) { event.preventDefault(); last.focus() }
+        else if (last && !event.shiftKey && panel.value?.ownerDocument.activeElement === last) { event.preventDefault(); first.focus() }
+    }
     if (props.closeOnEsc && event.key === 'Escape') {
         close()
     }
 }
 
-const style = computed(() => ({ maxWidth: props.width }))
+const style = computed(() => ({ maxWidth: props.width, height: props.height }))
+const panel = ref<HTMLElement>()
+const body = ref<HTMLElement>()
+defineExpose({ scrollToTop: () => { if (body.value) body.value.scrollTop = 0 } })
+let previousFocus: HTMLElement | null = null
+let restoreOverflow: string | undefined
+function focusable(): HTMLElement[] {
+    if (!panel.value?.querySelectorAll) return []
+    return Array.from(panel.value?.querySelectorAll<HTMLElement>('button, a[href], input, textarea, [tabindex="0"]') ?? [])
+        .filter(element => !(element as HTMLButtonElement).disabled && element.getClientRects().length > 0)
+}
+function releaseFocus(): void {
+    if (restoreOverflow !== undefined && typeof document !== 'undefined' && document.documentElement) document.documentElement.style.overflow = restoreOverflow
+    restoreOverflow = undefined
+    if (previousFocus?.isConnected) previousFocus.focus()
+    previousFocus = null
+}
+watch(() => props.open, open => {
+    if (!props.trapFocus) return
+    if (!open) { releaseFocus(); return }
+    if (typeof document !== 'undefined' && document.documentElement) {
+        previousFocus = document.activeElement as HTMLElement | null
+        restoreOverflow = document.documentElement.style.overflow
+        document.documentElement.style.overflow = 'hidden'
+    }
+    nextTick(() => { if (props.open && panel.value?.querySelectorAll) focusable()[0]?.focus() })
+}, { immediate: true })
+onBeforeUnmount(releaseFocus)
 </script>
 
 <template>
@@ -49,7 +92,7 @@ const style = computed(() => ({ maxWidth: props.width }))
         >
             <div
                 v-if="open"
-                class="fixed inset-0 z-50 flex items-center justify-center bg-overlay p-4"
+                class="fixed inset-0 z-50 flex items-center justify-center bg-overlay p-4" :class="overlayClass"
                 @keydown="onKeydown"
             >
                 <div class="absolute inset-0" aria-hidden="true" @click="onOverlayClick" />
@@ -62,19 +105,23 @@ const style = computed(() => ({ maxWidth: props.width }))
                 >
                     <div
                         v-if="open"
+                        ref="panel"
                         role="dialog"
                         aria-modal="true"
                         :style="style"
+                        :class="panelClass"
                         class="relative flex max-h-full w-full flex-col overflow-hidden rounded-mf-lg bg-surface shadow-mf-lg"
                     >
                         <header v-if="title || $slots.title" class="flex shrink-0 items-center justify-between border-b border-line px-5 py-4">
-                            <h3 class="text-base font-medium text-content">
-                                <slot name="title">{{ title }}</slot>
-                            </h3>
+                            <div class="min-w-0">
+                                <h3 class="text-base font-semibold text-content"><slot name="title">{{ title }}</slot></h3>
+                                <p v-if="subtitle" class="mt-1 text-xs text-content-tertiary">{{ subtitle }}</p>
+                            </div>
                             <button
                                 type="button"
                                 class="inline-flex size-7 items-center justify-center rounded-mf-md text-content-tertiary hover:bg-surface-hover hover:text-content"
                                 aria-label="close"
+                                :disabled="closeDisabled"
                                 @click="close"
                             >
                                 <svg class="size-4" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" aria-hidden="true">
@@ -82,7 +129,8 @@ const style = computed(() => ({ maxWidth: props.width }))
                                 </svg>
                             </button>
                         </header>
-                        <div class="min-h-0 flex-1 overflow-y-auto px-5 py-4 text-sm text-content">
+                        <slot name="after-header" />
+                        <div ref="body" class="min-h-0 flex-1 overflow-y-auto text-sm text-content" :class="bodyClass">
                             <slot />
                         </div>
                         <footer v-if="$slots.footer" class="flex shrink-0 justify-end gap-2 border-t border-line px-5 py-3">
diff --git a/core/metaforge-web/src/model/dataset-editor.ts b/core/metaforge-web/src/model/dataset-editor.ts
new file mode 100644
index 0000000000..0b3a79c629
--- /dev/null
+++ b/core/metaforge-web/src/model/dataset-editor.ts
@@ -0,0 +1,86 @@
+export interface DatasetColumn {
+    id: number | null
+    code?: string
+    name: string
+    aliasName: string
+    original: string | null
+    formula?: string | null
+    type: string
+    mode: string
+    comment: string
+    defaultValue: string | null
+    position: number
+    nullable: boolean
+    length: number
+    orderByKey: boolean
+    partitionKey: boolean
+    primaryKey: boolean
+    samplingKey: boolean
+    virtualColumn: boolean
+    customColumn: boolean
+}
+
+/** Keep persisted identities and user properties when the same source field is refreshed. */
+export function reconcileDatasetColumns(headers: string[], existing: DatasetColumn[]): DatasetColumn[] {
+    const used = new Set(existing.map(column => column.name))
+    const columns = headers.map((header, index) => {
+        const previous = existing.find(column => !column.customColumn && column.original === header)
+        if (previous) return { ...previous, position: index }
+        let sequence = index + 1
+        while (used.has(`column_${sequence}`)) sequence++
+        const name = `column_${sequence}`
+        used.add(name)
+        return {
+            id: null, name, aliasName: header.replace(/[()]/g, '_'), original: header,
+            type: 'STRING', mode: 'DIMENSION', comment: header, defaultValue: null,
+            position: index, nullable: false, length: 0, orderByKey: false,
+            partitionKey: false, primaryKey: false, samplingKey: false,
+            virtualColumn: false, customColumn: false
+        }
+    })
+    const refreshed = new Map(columns.map(column => [column.original, column]))
+    const retained = existing.flatMap(column => column.customColumn
+        ? [column]
+        : refreshed.has(column.original) ? [refreshed.get(column.original)!] : [])
+    const added = columns.filter(column => !existing.some(previous => !previous.customColumn && previous.original === column.original))
+    return [...retained, ...added].map((column, position) => ({ ...column, position }))
+}
+
+export function datasetColumnIssue(columns: DatasetColumn[]): string | null {
+    if (!columns.length) return 'dataset.editor.noColumns'
+    if (columns.some(column => !column.name?.trim() || !column.aliasName?.trim())) return 'dataset.editor.columnRequired'
+    if (new Set(columns.map(column => column.name.trim())).size !== columns.length) return 'dataset.editor.duplicateName'
+    if (new Set(columns.map(column => column.aliasName.trim())).size !== columns.length) return 'dataset.editor.duplicateAlias'
+    if (!columns.some(column => !column.virtualColumn && (column.orderByKey || column.primaryKey))) return 'dataset.validator.specifiedColumn'
+    if (columns.some(column => column.samplingKey && !column.orderByKey)) return 'dataset.tip.validatorSampling'
+    if (columns.some(column => column.virtualColumn && !column.formula?.trim())) return 'dataset.editor.virtualExpressionRequired'
+    return null
+}
+
+export interface DatasetQueryDraft {
+    version: 1
+    sourceCode: string
+    query: string
+    headers: string[]
+}
+
+/** Drafts contain field metadata only; query rows and connection credentials stay out of storage. */
+export function parseDatasetQueryDraft(raw: string | null, sourceCode: string): DatasetQueryDraft | null {
+    try {
+        const draft = JSON.parse(raw || 'null')
+        if (draft?.version !== 1 || draft.sourceCode !== sourceCode || typeof draft.query !== 'string'
+            || !Array.isArray(draft.headers) || !draft.headers.every((header: unknown) => typeof header === 'string')) return null
+        return draft
+    }
+    catch { return null }
+}
+
+export interface DatasetCreationEntry {
+    origin: 'manual' | 'sql' | 'result'
+    sourceCode?: string
+    query?: string
+    headers?: string[]
+    rows?: Record<string, unknown>[]
+    rowCount?: number
+    elapsed?: number
+}
diff --git a/core/metaforge-web/src/router/default.ts b/core/metaforge-web/src/router/default.ts
index cff4a167d1..26b9cc5b20 100644
--- a/core/metaforge-web/src/router/default.ts
+++ b/core/metaforge-web/src/router/default.ts
@@ -70,6 +70,11 @@ const createDefaultRouter = (router: Router) => {
                 },
                 component: () => import('@/views/pages/admin/dataset/DatasetHome.vue')
             },
+            {
+                path: 'dataset/detail/:code',
+                meta: { title: 'common.dataset', isRoot: false },
+                component: () => import('@/views/pages/admin/dataset/DatasetDetail.vue')
+            },
             {
                 path: 'dataset/info/:code?',
                 meta: {
diff --git a/core/metaforge-web/src/services/dataset.ts b/core/metaforge-web/src/services/dataset.ts
index 6f0a03dff9..6f1a6a04ae 100644
--- a/core/metaforge-web/src/services/dataset.ts
+++ b/core/metaforge-web/src/services/dataset.ts
@@ -13,6 +13,21 @@ export class DatasetService
         super(DEFAULT_PATH)
     }
 
+    preview(code: string): Promise<ResponseModel>
+    {
+        return new HttpUtils().get(`${DEFAULT_PATH}/preview/${encodeURIComponent(code)}`)
+    }
+
+    getColumnFunctions(): Promise<ResponseModel>
+    {
+        return new HttpUtils().get(`${DEFAULT_PATH}/columnFunctions`)
+    }
+
+    validateColumns(columns: unknown[]): Promise<ResponseModel>
+    {
+        return new HttpUtils().post(`${DEFAULT_PATH}/validateColumns`, columns)
+    }
+
     /**
      * Adhoc function for executing custom code.
      *
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetDetail.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetDetail.vue
new file mode 100644
index 0000000000..111467e6c9
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetDetail.vue
@@ -0,0 +1,122 @@
+<script setup lang="ts">
+import { computed, onBeforeUnmount, onMounted, ref } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
+import { useI18n } from 'vue-i18n'
+import { ChartColumn, Database, Download, History, Pencil, RefreshCw, Search } from '@lucide/vue'
+import DatasetService from '@/services/dataset'
+import DatasetWizard from './DatasetWizard.vue'
+import DatasetHistory from './DatasetHistory.vue'
+import type { DatasetColumn } from '@/model/dataset-editor'
+import { useUtil } from '@/utils/common'
+const route=useRoute();const router=useRouter();const {t}=useI18n();const {getDatasetStateText}=useUtil()
+const code=String(route.params.code || '')
+const info=ref<any>(null)
+const fields=ref<DatasetColumn[]>([])
+const loading=ref(true)
+const previewLoading=ref(false)
+const error=ref('')
+const previewError=ref('')
+const preview=ref<any>(null)
+const activeTab=ref('preview')
+const keyword=ref('')
+const page=ref(1)
+const pageSize=ref(20)
+const editing=ref(false)
+const historyOpen=ref(false)
+const banner=ref(route.query.submitted === '1')
+let active=true
+let request=0
+let previewRequest=0
+let polls=0
+let timer: ReturnType<typeof setTimeout> | undefined
+const latestState=computed(()=>info.value?.state?.at(-1) || '')
+const failed=computed(()=>latestState.value.endsWith('FAILED'))
+const complete=computed(()=>latestState.value==='COMPLETE_SUCCESS')
+const tableAvailable=computed(()=>info.value?.state?.includes('TABLE_SUCCESS'))
+const headers=computed<string[]>(()=>preview.value?.headers || [])
+const previewColumns=computed(()=>headers.value.map((header,index)=>({title:header,key:`field_${index}`,dataIndex:`field_${index}`})))
+const allRows=computed<Record<string,unknown>[]>(()=>preview.value?.columns || [])
+const filteredRows=computed(()=>{
+ const text=keyword.value.trim().toLowerCase()
+ return allRows.value.filter(row=>!text || headers.value.some(header=>String(row[header]??'').toLowerCase().includes(text)))
+})
+const rows=computed(()=>filteredRows.value.slice((page.value-1)*pageSize.value,page.value*pageSize.value).map(row=>Object.fromEntries(headers.value.map((header,index)=>[`field_${index}`,row[header]]))))
+const typeLabels=computed<Record<string,string>>(()=>({STRING:t('dataset.common.columnTypeString'),NUMBER:t('dataset.common.columnTypeNumber'),NUMBER_SIGNED:t('dataset.common.columnTypeNumberSigned'),BOOLEAN:t('dataset.common.columnTypeBoolean'),DATETIME:t('dataset.common.columnTypeDateTime')}))
+const modeLabels=computed<Record<string,string>>(()=>({DIMENSION:t('dataset.common.columnModeDimension'),METRIC:t('dataset.common.columnModeMetric'),GROUP:t('dataset.common.columnModeGroup'),FILTER:t('dataset.common.columnModeFilter')}))
+const fieldHeaders=computed(()=>[
+ {title:t('dataset.common.columnName'),dataIndex:'name',key:'name'},
+ {title:t('dataset.common.columnAlias'),dataIndex:'aliasName',key:'aliasName'},
+ {title:t('dataset.common.columnType'),dataIndex:'type',key:'type'},
+ {title:t('dataset.common.columnMode'),dataIndex:'mode',key:'mode'},
+ {title:t('dataset.editor.sourceOrFormula'),dataIndex:'original',key:'original'}
+])
+const tabs=computed(()=>[{key:'preview',label:t('dataset.common.dataPreview')},{key:'fields',label:t('dataset.editor.columns')},{key:'sql',label:t('dataset.prototype.sqlDefinition')}])
+async function loadPreview() {
+ if(previewLoading.value || !tableAvailable.value)return
+ const current=++previewRequest
+ previewLoading.value=true;previewError.value=''
+ try {
+  const response=await DatasetService.preview(code)
+  if(!active || current!==previewRequest)return
+  if(!response.status || response.data?.isSuccessful===false)throw new Error(response.data?.message || response.message)
+  preview.value=response.data;page.value=1
+ }catch(cause){if(active && current===previewRequest)previewError.value=cause instanceof Error?cause.message:t('dataset.editor.requestFailed')}
+ finally{if(active && current===previewRequest)previewLoading.value=false}
+}
+async function load() {
+ const current=++request
+ clearTimeout(timer)
+ error.value=''
+ try {
+  const [detail,columns]=await Promise.all([DatasetService.getByCode(code),DatasetService.getColumnsByCode(code)])
+  if(!active || current!==request)return
+  if(!detail.status || !columns.status) {
+    if(route.query.submitted==='1' && polls<8){polls++;timer=setTimeout(load,1200);return}
+    throw new Error(detail.message || columns.message)
+  }
+  info.value=detail.data;fields.value=columns.data;loading.value=false
+  if(tableAvailable.value && !preview.value)loadPreview()
+  const final=complete.value || failed.value
+  if(polls<40 && (!final || (route.query.submitted==='1' && polls<4))){polls++;timer=setTimeout(load,1500)}
+ }catch(cause){if(active && current===request){error.value=cause instanceof Error?cause.message:t('dataset.editor.requestFailed');loading.value=false}}
+}
+function edited() {
+ editing.value=false;polls=0;banner.value=true;preview.value=null
+ timer=setTimeout(load,400)
+}
+function download() {
+ const escape=(value:unknown)=>`"${String(value??'').replace(/"/g,'""')}"`
+ const csv=[headers.value.map(escape).join(','),...allRows.value.map(row=>headers.value.map(header=>escape(row[header])).join(','))].join('\r\n')
+ const url=URL.createObjectURL(new Blob(['\ufeff'+csv],{type:'text/csv;charset=utf-8'}))
+ const link=document.createElement('a');link.href=url;link.download=`dataset-preview-${code}.csv`;link.click();URL.revokeObjectURL(url)
+}
+onMounted(()=>{timer=setTimeout(load,route.query.submitted==='1'?200:0)})
+onBeforeUnmount(()=>{active=false;request++;previewRequest++;clearTimeout(timer)})
+</script>
+<template>
+ <div class="mx-auto w-full max-w-[1600px] space-y-5">
+  <MfSpinner v-if="loading" class="py-20" :label="t('dataset.editor.loading')"/>
+  <MfAlert v-else-if="error" variant="danger" :title="error"><MfButton @click="load">{{ t('common.refresh') }}</MfButton></MfAlert>
+  <template v-else-if="info">
+   <div v-if="banner" class="flex flex-wrap items-center justify-between gap-3 rounded-mf-md border border-primary/20 bg-primary/5 px-5 py-4 text-sm text-primary"><span>{{ t(complete?'dataset.prototype.datasetReady':'dataset.editor.submitted') }}</span><MfButton size="sm" variant="ghost" :aria-label="t('common.cancel')" @click="banner=false">×</MfButton></div>
+   <div class="flex flex-wrap items-center justify-between gap-4"><div class="flex min-w-0 items-center gap-3"><span class="flex size-12 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-primary"><Database :size="25"/></span><div class="min-w-0"><h1 class="break-all text-xl leading-7 font-semibold">{{ info.name }}</h1><p class="mt-1 text-xs text-content-tertiary">{{ info.source?.name }} · {{ info.updateTime }}</p></div></div><div class="flex flex-wrap gap-2"><MfButton @click="router.push('/dataset')">{{ t('dataset.editor.backToList') }}</MfButton><MfButton @click="editing=true"><Pencil :size="15"/>{{ t('dataset.common.modify') }}</MfButton><MfButton variant="primary" :disabled="!complete" @click="router.push(`/dataset/adhoc/${code}`)"><ChartColumn :size="15"/>{{ t('dataset.common.adhoc') }}</MfButton></div></div>
+   <div class="grid gap-4 sm:grid-cols-2 lg:grid-cols-4"><div class="rounded-mf-lg border border-line bg-surface p-5"><p class="text-xs text-content-tertiary">{{ t('dataset.prototype.fieldCount') }}</p><p class="mt-2 text-2xl font-semibold">{{ fields.length }}</p></div><div class="rounded-mf-lg border border-line bg-surface p-5"><p class="text-xs text-content-tertiary">{{ t('dataset.common.totalRows') }}</p><p class="mt-2 text-2xl font-semibold">{{ info.totalRows ?? '—' }}</p></div><div class="rounded-mf-lg border border-line bg-surface p-5"><p class="text-xs text-content-tertiary">{{ t('dataset.common.syncMode') }}</p><p class="mt-3 text-sm font-semibold">{{ t(info.syncMode==='TIMING'?'dataset.common.syncModeTiming':info.syncMode==='OUT_SYNC'?'dataset.common.syncModeOutSync':'dataset.common.syncModeManual') }}</p></div><div class="rounded-mf-lg border border-line bg-surface p-5"><p class="text-xs text-content-tertiary">{{ t('common.state') }}</p><MfTag class="mt-3" :variant="complete?'primary':failed?'danger':'default'">{{ getDatasetStateText(latestState) }}</MfTag></div></div>
+   <MfAlert v-if="failed" variant="danger" :title="info.message || t('dataset.common.failed')"/>
+   <section class="overflow-hidden rounded-mf-lg border border-line bg-surface">
+    <div class="flex flex-wrap items-center justify-between gap-3 border-b border-line px-5 py-3"><div class="flex items-center gap-4"><button v-for="tab in tabs" :key="tab.key" type="button" class="border-b-2 py-2 text-sm font-semibold" :class="activeTab===tab.key?'border-primary text-primary':'border-transparent text-content-tertiary hover:text-content'" @click="activeTab=tab.key">{{ tab.label }}</button></div><div class="flex gap-2"><MfButton size="sm" @click="historyOpen=true"><History :size="14"/>{{ t('dataset.common.history') }}</MfButton><MfButton size="sm" :loading="previewLoading" @click="load();loadPreview()"><RefreshCw :size="14"/>{{ t('common.refresh') }}</MfButton><MfButton size="sm" :disabled="!allRows.length" @click="download"><Download :size="14"/>{{ t('common.export') }}</MfButton></div></div>
+    <div class="p-5">
+     <template v-if="activeTab==='preview'">
+      <div class="mb-4 flex flex-wrap items-center justify-between gap-3"><p class="text-xs text-content-tertiary">{{ t('dataset.prototype.storedPreviewHint') }}</p><MfInput v-model="keyword" size="sm" class="w-64" clearable :placeholder="t('query.result.searchResults')" @update:model-value="page=1"><template #prefix><Search :size="14"/></template></MfInput></div>
+      <MfAlert v-if="previewError" variant="danger" :title="previewError" class="mb-4"/>
+      <MfEmpty v-if="!tableAvailable" variant="initial" :title="t('dataset.prototype.buildingDataset')" :description="t('dataset.editor.asyncHint')"/>
+      <template v-else><MfTable :columns="previewColumns" :data-source="rows" :loading="previewLoading" :empty-text="t('dataset.editor.emptyPreview')"/><div v-if="filteredRows.length" class="mt-4 flex justify-end"><MfPagination :current="page" :page-size="pageSize" :total="filteredRows.length" @change="(current:number,size:number)=>{page=current;pageSize=size}"/></div></template>
+     </template>
+     <MfTable v-else-if="activeTab==='fields'" :columns="fieldHeaders" :data-source="fields as any" row-key="id"><template #cell-type="{record}"><MfTag>{{ typeLabels[record.type] || record.type }}</MfTag></template><template #cell-mode="{record}">{{ modeLabels[record.mode] || record.mode }}</template><template #cell-original="{record}"><code class="text-xs">{{ record.virtualColumn?record.formula:record.original }}</code></template></MfTable>
+     <pre v-else class="overflow-x-auto whitespace-pre-wrap break-all font-mono text-sm leading-7 text-content-secondary">{{ info.query }}</pre>
+    </div>
+   </section>
+  </template>
+ </div>
+ <DatasetWizard v-if="editing" embedded :dataset-code="code" @close="editing=false" @submitted="edited"/>
+ <DatasetHistory v-if="historyOpen" :is-visible="historyOpen" :info="info" @close="historyOpen=false"/>
+</template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetInfo.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetInfo.vue
index ec0f4ace4e..960678183e 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetInfo.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetInfo.vue
@@ -1,523 +1,5 @@
-<template>
-  <MfCard :title="$t('common.dataset')" :bordered="false">
-    <template #extra>
-      <MfButton :disabled="!data?.data.columns" @click="configureVisible = true">
-        {{ $t('common.configure') }}
-      </MfButton>
-    </template>
-
-    <div class="relative h-full space-y-4" style="min-height: 200px;">
-      <div class="relative">
-        <MfCard v-if="sourceInfo" class="w-full">
-          <template #header>
-            <MfButton variant="primary" :loading="running" :disabled="running" @click="onRun()">
-              {{ $t('query.common.execute') }}
-            </MfButton>
-          </template>
-
-          <div class="relative">
-            <AceEditor :value="value" @update:value="value = $event"/>
-            <div v-if="running" class="absolute inset-0 z-10 flex items-center justify-center">
-              <MfSpinner size="lg" label="Loading..."/>
-            </div>
-          </div>
-        </MfCard>
-
-        <div v-if="data || code" class="relative">
-          <AgGridVue v-if="data?.data.columns"
-                     :style="{height: '300px'}"
-                     class="ag-theme-metaforge"
-                     :pagination="true"
-                     :columnDefs="columnDefs"
-                     :rowData="data.data.columns"
-                     :gridOptions="gridOptions as any"/>
-          <div v-if="running" class="absolute inset-0 z-10 flex items-center justify-center">
-            <MfSpinner size="lg" label="Loading..."/>
-          </div>
-        </div>
-
-        <div v-if="!sourceInfo" class="mt-3 justify-center items-center">
-          <div class="flex flex-col items-center space-y-4">
-            <MfAlert :title="i18n.t('dataset.common.onlyPreviewCreate')"/>
-
-            <MfButton>
-              <router-link to="/query">
-                {{ i18n.t('dataset.common.returnQuery') }}
-              </router-link>
-            </MfButton>
-          </div>
-        </div>
-
-        <div v-if="loading" class="absolute inset-0 z-20 flex items-center justify-center">
-          <MfSpinner size="lg" label="Loading..."/>
-        </div>
-      </div>
-    </div>
-  </MfCard>
-
-  <MfDrawer v-model:open="configureVisible"
-            placement="bottom"
-            :style="{ height: '70%' }"
-            :title="$t('common.configure')">
-    <template #footer>
-      <div class="flex items-center justify-end space-x-2">
-        <MfButton variant="primary" @click="onSubmit">
-          {{ code ? $t('dataset.common.modify') : $t('dataset.common.create') }}
-        </MfButton>
-
-        <MfButton @click="configureVisible = false">
-          {{ $t('common.cancel') }}
-        </MfButton>
-      </div>
-    </template>
-
-    <MfAlert v-if="validator" variant="danger" class="mt-2" :title="validatorMessage"/>
-
-    <MfTabs v-model:active-key="activeTab" class="mt-1">
-      <MfTabPane item-key="columns" :tab="$t('dataset.common.dataColumn')" class="space-y-2">
-        <div class="relative">
-          <div class="grid grid-cols-12 gap-2">
-            <div class="text-center">{{ $t('dataset.common.columnName') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnAlias') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnType') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnMode') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnDefaultValue') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnIsNullable') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnIsOrderByKey') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnIsPartitionKey') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnIsPrimaryKey') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnIsSampling') }}</div>
-            <div class="text-center">{{ $t('dataset.common.columnLength') }}</div>
-            <div class="text-center">{{ $t('common.action') }}</div>
-          </div>
-
-          <div v-for="(item, index) in formState.columns" :key="index" class="grid grid-cols-12 gap-2">
-            <div class="flex justify-center">
-              <MfInput v-model="item.name"/>
-            </div>
-
-            <div class="flex justify-center">
-              <MfInput v-model="item.aliasName"/>
-            </div>
-
-            <div class="flex justify-center">
-              <MfSelect v-model="item.type" placeholder="Options" class="w-full"
-                        :options="[
-                          { label: $t('dataset.common.columnTypeString'), value: 'STRING' },
-                          { label: $t('dataset.common.columnTypeNumber'), value: 'NUMBER' },
-                          { label: $t('dataset.common.columnTypeNumberSigned'), value: 'NUMBER_SIGNED' },
-                          { label: $t('dataset.common.columnTypeBoolean'), value: 'BOOLEAN' },
-                          { label: $t('dataset.common.columnTypeDateTime'), value: 'DATETIME' }
-                        ]"/>
-            </div>
-
-            <div class="flex justify-center items-center">
-              <MfSwitch :model-value="item.mode === 'METRIC'"
-                        @update:model-value="item.mode = $event ? 'METRIC' : 'DIMENSION'"/>
-            </div>
-
-            <div class="flex justify-center">
-              <MfInput v-model="item.defaultValue" :disabled="item.virtualColumn"/>
-            </div>
-
-            <div class="flex justify-center items-center">
-              <MfSwitch v-model="item.nullable" :disabled="item.virtualColumn" @update:model-value="setNullable(item, $event)"/>
-            </div>
-
-            <div class="flex justify-center items-center">
-              <MfSwitch v-model="item.orderByKey" :disabled="item.virtualColumn" @update:model-value="setOrderByKey(item, $event)"/>
-            </div>
-
-            <div class="flex justify-center items-center">
-              <MfSwitch v-model="item.partitionKey" :disabled="item.virtualColumn" @update:model-value="setPartitionKey(item, $event)"/>
-            </div>
-
-            <div class="flex justify-center items-center">
-              <MfSwitch v-model="item.primaryKey" :disabled="item.virtualColumn" @update:model-value="setPrimaryKey(item, $event)"/>
-            </div>
-
-            <div class="flex justify-center items-center">
-              <MfSwitch v-model="item.samplingKey" :disabled="item.virtualColumn" @update:model-value="setSamplingKey(item, $event)"/>
-            </div>
-
-            <div class="flex justify-center">
-              <MfInputNumber v-model="item.length" :disabled="item.type === 'BOOLEAN' || item.type === 'DATETIME' || item.virtualColumn"/>
-            </div>
-
-            <div class="flex justify-center items-center space-x-1">
-              <MfPopover placement="bottom">
-                <template #content>
-                  <div class="p-2 space-y-2">
-                    <div class="text-base font-medium">{{ $t('dataset.common.columnComment') }}</div>
-                    <MfTextarea v-model="item.comment"/>
-                  </div>
-                </template>
-
-                <MfButton variant="ghost" size="sm">
-                  <Pencil :size="10" />
-                </MfButton>
-              </MfPopover>
-
-              <MfButton variant="ghost"
-                        size="sm"
-                        class="text-danger"
-                        :disabled="!item.customColumn"
-                        @click="onRemoveColumn(index)">
-                <Trash2 :size="10" />
-              </MfButton>
-
-              <MfButton variant="ghost" size="sm" @click="onAddColumn(index)">
-                <Plus :size="10" />
-              </MfButton>
-            </div>
-          </div>
-
-          <div v-if="loading" class="absolute inset-0 z-10 flex items-center justify-center">
-            <MfSpinner size="lg" label="Loading..."/>
-          </div>
-        </div>
-      </MfTabPane>
-
-      <MfTabPane item-key="configure" :tab="$t('dataset.common.dataConfigure')">
-        <MfForm class="w-[40%] mx-auto items-center" :model="formState" layout="vertical">
-          <div class="grid grid-cols-1 sm:grid-cols-2 gap-2">
-            <MfFormItem name="name" :label="$t('common.name')" :rules="[{ required: true, message: $t('common.name') }]">
-              <MfInput v-model="formState.name"/>
-            </MfFormItem>
-
-            <MfFormItem name="executor" :label="$t('common.executor')">
-              <MfSelect v-model="formState.executor"
-                        :options="executors.map((item: any) => ({ label: item.name, value: item.name }))"/>
-            </MfFormItem>
-
-            <MfFormItem name="syncMode" :label="$t('dataset.common.syncMode')">
-              <MfSelect v-model="formState.syncMode"
-                        :options="[
-                          { label: $t('dataset.common.syncModeManual'), value: 'MANUAL' },
-                          { label: $t('dataset.common.syncModeTiming'), value: 'TIMING' },
-                          { label: $t('dataset.common.syncModeOutSync'), value: 'OUT_SYNC' }
-                        ]"/>
-            </MfFormItem>
-
-            <MfFormItem name="expression" :label="$t('dataset.common.columnExpression')">
-              <MfInput v-model="formState.expression" :disabled="formState.syncMode !== 'TIMING'"/>
-            </MfFormItem>
-
-            <MfFormItem name="scheduler" :label="$t('common.scheduler')">
-              <MfSelect v-model="formState.scheduler"
-                        :disabled="formState.syncMode !== 'TIMING'"
-                        :options="schedulers.map((item: any) => ({ label: item.name, value: item.name }))"/>
-            </MfFormItem>
-          </div>
-
-          <MfDivider/>
-
-          <MfAlert v-if="formState.columns.filter(item => item.type === 'DATETIME').length === 0"
-                   variant="danger"
-                   :title="$t('dataset.tip.lifeCycleMustDateColumn')"/>
-
-          <MfFormItem name="lifeCycleColumn" :label="$t('dataset.common.lifeCycleColumn')">
-            <MfSelect v-model="formState.lifeCycleColumn"
-                      :disabled="formState.columns.filter(item => item.type === 'DATETIME').length === 0"
-                      :options="formState.columns.filter(v => v.type === 'DATETIME').map((v: any) => ({ label: v.name, value: v.name }))"/>
-            <div class="text-xs text-content-tertiary mt-1">{{ $t('dataset.tip.lifeCycle') }}</div>
-          </MfFormItem>
-
-          <MfFormItem name="lifeCycleType" :label="$t('dataset.common.lifeCycleType')">
-            <MfSelect v-model="formState.lifeCycleType"
-                      :disabled="!formState.lifeCycleColumn"
-                      :options="[
-                        { label: $t('dataset.common.lifeCycleMonth'), value: 'MONTH' },
-                        { label: $t('dataset.common.lifeCycleWeek'), value: 'WEEK' },
-                        { label: $t('dataset.common.lifeCycleDay'), value: 'DAY' },
-                        { label: $t('dataset.common.lifeCycleHour'), value: 'HOUR' }
-                      ]"/>
-          </MfFormItem>
-
-          <MfFormItem name="lifeCycle" :label="$t('dataset.common.lifeCycleNumber')">
-            <MfInputNumber v-model="formState.lifeCycle" :min="1" :disabled="!formState.lifeCycleColumn" :style="{ width: '100%' }"/>
-          </MfFormItem>
-
-          <MfDivider/>
-
-          <MfFormItem name="description" :label="$t('common.description')">
-            <MfTextarea v-model="formState.description"/>
-          </MfFormItem>
-        </MfForm>
-      </MfTabPane>
-    </MfTabs>
-  </MfDrawer>
-</template>
-
 <script setup lang="ts">
-import { ref } from 'vue'
-import { useI18n } from 'vue-i18n'
-import { useRoute, useRouter } from 'vue-router'
-import { MfMessage } from 'metaforge-ui'
-import GridOptions from '@/views/components/grid/GridOptions'
-import DatasetService from '@/services/dataset'
-import { HttpUtils } from '@/utils/http'
-import { GridColumn } from '@/views/components/grid/GridColumn'
-import PluginService from '@/services/plugin'
-import { AgGridVue } from 'ag-grid-vue3'
-import 'ag-grid-community/styles/ag-grid.css'
-import '@/views/components/grid/ag-theme-metaforge.css'
-import { DatasetModel } from '@/model/dataset'
-import { ResponseModel } from '@/model/response.ts'
-import AceEditor from '@/views/components/editor/AceEditor.vue'
-import { SourceModel } from '@/model/source.ts'
-import SourceService from '@/services/source'
-import ExecuteService from '@/services/execute'
-import { ExecuteModel } from '@/model/execute.ts'
-import { ArrayUtils } from '@/utils/array.ts'
-import { join } from 'lodash'
-import { Pencil, Plus, Trash2 } from '@lucide/vue'
-
-defineOptions({ name: 'DatasetInfo' })
-
-const i18n = useI18n()
-const route = useRoute()
-const router = useRouter()
-const gridOptions = GridOptions.createDefaultOptions(i18n)
-
-const code = ref<string | null>(null)
-const loading = ref(false)
-const saving = ref(false)
-const validator = ref(false)
-const validatorMessage = ref<string | null>(null)
-const columnDefs = ref<GridColumn[]>([])
-const schedulers = ref<any[]>([])
-const executors = ref<any[]>([])
-const configureVisible = ref(false)
-const formState = ref<any>({
-  id: null,
-  name: null as string | null | undefined,
-  description: null as string | null | undefined,
-  query: null as string | null,
-  syncMode: 'MANUAL',
-  columns: [] as any[],
-  source: { code: null },
-  expression: null as string | null,
-  scheduler: 'Default',
-  executor: 'Local',
-  lifeCycle: null as number | null,
-  lifeCycleColumn: null as string | null,
-  lifeCycleType: null as string | null
-})
-const data = ref<ResponseModel | null>(null)
-const sourceInfo = ref<SourceModel | null>(null)
-const value = ref('')
-const running = ref(false)
-const activeTab = ref('columns')
-
-const onRun = () => {
-  const configure: ExecuteModel = {
-    content: value.value,
-    name: sourceInfo.value?.code as unknown as string,
-    mode: 'DATASET'
-  }
-  running.value = true
-  ExecuteService.execute(configure, null)
-                .then((response) => {
-                  if (response.status) {
-                    data.value = response
-                    columnDefs.value = []
-                    response.data?.headers.forEach((header: any) => {
-                      const columnDef: GridColumn = { headerName: header, field: header }
-                      columnDefs.value.push(columnDef)
-                    })
-                    if (formState.value.columns.length === 0) {
-                      response.data?.headers.map((header: any, index: number) => {
-                        const column = {
-                          id: null,
-                          name: `column_${ index + 1 }`,
-                          aliasName: header.replace('(', '_').replace(')', ''),
-                          type: 'STRING',
-                          comment: header,
-                          defaultValue: null,
-                          position: index,
-                          nullable: false,
-                          length: 0,
-                          original: header,
-                          orderByKey: false,
-                          partitionKey: false,
-                          primaryKey: false,
-                          samplingKey: false,
-                          mode: 'DIMENSION',
-                          virtualColumn: false,
-                          customColumn: false
-                        }
-                        formState.value.columns.push(column)
-                      })
-                    }
-                  }
-                  else {
-                    MfMessage.error(response.message)
-                  }
-                })
-                .finally(() => (running.value = false))
-}
-
-const handleInitialize = () => {
-  setTimeout(() => {
-    PluginService.getPlugins()
-                 .then((response) => {
-                   if (response.status) {
-                     schedulers.value = response.data.filter((v: { type: string }) => v.type === 'SCHEDULER')
-                     executors.value = response.data.filter((v: { type: string }) => v.type === 'EXECUTOR')
-                   }
-                 })
-    const routeCode = route.params.code
-    const sourceCode = route.params.sourceCode
-
-    if (routeCode) {
-      loading.value = true
-      code.value = routeCode as string
-      const axios = new HttpUtils().getAxios()
-      axios.all([DatasetService.getByCode(code.value), DatasetService.getColumnsByCode(code.value)])
-           .then(axios.spread((info: any, column: any) => {
-             if (info.status) {
-               formState.value = info.data
-               formState.value.source.code = info.data.source.code
-               sourceInfo.value = info.data.source
-               value.value = info.data.query
-               onRun()
-             }
-             if (column.status) {
-               formState.value.columns = column.data
-             }
-           }))
-           .finally(() => (loading.value = false))
-    }
-    else if (sourceCode) {
-      const tempId = route.query.tempId
-      if (tempId) {
-        value.value = localStorage.getItem(`QueryContent_${ tempId }`) || ''
-        localStorage.removeItem(`QueryContent_${ tempId }`)
-      }
-      loading.value = true
-      SourceService.getByCode(sourceCode as string)
-                   .then((response) => {
-                     if (response.status) {
-                       sourceInfo.value = response.data
-                       formState.value.source.code = response.data.code
-                     }
-                   })
-                   .finally(() => (loading.value = false))
-    }
-  })
-}
-
-const validatorSampling = () => {
-  const samplingColumns = formState.value.columns.filter((item: any) => item.samplingKey)
-  if (samplingColumns.length === 0) {
-    validator.value = false
-    validatorMessage.value = null
-    return
-  }
-
-  const orderByColumns = formState.value.columns.filter((item: any) => item.orderByKey)
-  const isNameInOrderByColumns = samplingColumns.every((samplingItem: any) => {
-    return orderByColumns.some((orderByItem: any) => orderByItem.name === samplingItem.name)
-  })
-  if (!isNameInOrderByColumns) {
-    validator.value = true
-    validatorMessage.value = i18n.t('dataset.tip.validatorSampling') as string
-  }
-  else {
-    validator.value = false
-    validatorMessage.value = null
-  }
-}
-
-const beforeCheck = (): boolean => {
-  const duplicateColumns = ArrayUtils.findDuplicates(formState.value.columns)
-  if (duplicateColumns.length > 0) {
-    validator.value = true
-    validatorMessage.value = i18n.t('dataset.validator.duplicateColumn').replace('$VALUE', join(duplicateColumns, ','))
-    return true
-  }
-
-  const orderByColumns = formState.value.columns.filter((item: any) => item.orderByKey)
-  const primaryKeyColumns = formState.value.columns.filter((item: any) => item.primaryKey)
-  if (orderByColumns.length === 0 && primaryKeyColumns.length === 0) {
-    validator.value = true
-    validatorMessage.value = i18n.t('dataset.validator.specifiedColumn')
-    return true
-  }
-
-  if (!formState.value.name) {
-    validator.value = true
-    validatorMessage.value = i18n.t('dataset.validator.specifiedName')
-    return true
-  }
-  return false
-}
-
-const onSubmit = () => {
-  if (!beforeCheck()) {
-    saving.value = true
-    formState.value.query = value.value
-    DatasetService.saveOrUpdate(formState.value as unknown as DatasetModel)
-                  .then((response) => {
-                    if (response.status) {
-                      MfMessage.success(i18n.t('dataset.tip.publishSuccess').replace('$VALUE', formState.value.name as string))
-                      router.push('/dataset')
-                    }
-                  })
-                  .finally(() => (saving.value = false))
-  }
-}
-
-const onAddColumn = (index: number) => {
-  formState.value.columns.splice(index + 1, 0, {
-    id: null,
-    name: null,
-    aliasName: null,
-    type: 'STRING',
-    comment: null,
-    defaultValue: null,
-    position: index + 1,
-    nullable: false,
-    length: 0,
-    original: null,
-    orderByKey: false,
-    partitionKey: false,
-    primaryKey: false,
-    samplingKey: false,
-    mode: 'DIMENSION',
-    virtualColumn: true,
-    customColumn: true
-  })
-}
-
-const onRemoveColumn = (index: number) => {
-  formState.value.columns.splice(index, 1)
-}
-
-const setNullable = (item: any, checked: any) => {
-  item.nullable = checked
-}
-
-const setOrderByKey = (item: any, checked: any) => {
-  item.orderByKey = checked
-  validatorSampling()
-}
-
-const setPartitionKey = (item: any, checked: any) => {
-  item.partitionKey = checked
-  validatorSampling()
-}
-
-const setPrimaryKey = (item: any, checked: any) => {
-  item.primaryKey = checked
-  validatorSampling()
-}
-
-const setSamplingKey = (item: any, checked: any) => {
-  item.samplingKey = checked
-  validatorSampling()
-}
-
-handleInitialize()
+import DatasetHome from './DatasetHome.vue'
+import DatasetWizard from './DatasetWizard.vue'
 </script>
+<template><DatasetHome/><DatasetWizard/></template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
new file mode 100644
index 0000000000..7c4ed9ee07
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
@@ -0,0 +1,443 @@
+<script setup lang="ts">
+import { computed, nextTick, onBeforeUnmount, onMounted, reactive, ref, watch } from 'vue'
+import { onBeforeRouteLeave, useRoute, useRouter } from 'vue-router'
+import { useI18n } from 'vue-i18n'
+import { MfMessage } from 'metaforge-ui'
+import { Check, Code2, Database, Info, Play, Plus, RefreshCw, Table2 } from '@lucide/vue'
+import DatasetService from '@/services/dataset'
+import SourceService from '@/services/source'
+import MetadataService from '@/services/metadata'
+import PluginService from '@/services/plugin'
+import ExecuteService from '@/services/execute'
+import type { SourceModel } from '@/model/source'
+import { datasetColumnIssue, parseDatasetQueryDraft, reconcileDatasetColumns, type DatasetColumn, type DatasetCreationEntry } from '@/model/dataset-editor'
+import AceEditor from '@/views/components/editor/AceEditor.vue'
+import QuerySourcePicker from '@/views/pages/admin/query/QuerySourcePicker.vue'
+import DatasetColumns from './components/DatasetColumns.vue'
+import DatasetWizardShell from './components/DatasetWizardShell.vue'
+import DatasetSourcePreview from './components/DatasetSourcePreview.vue'
+
+const props = withDefaults(defineProps<{ embedded?: boolean, datasetCode?: string, entry?: DatasetCreationEntry }>(), { embedded: false })
+const emit = defineEmits<{ close: [], submitted: [result: { code: string, name: string }] }>()
+const { t } = useI18n()
+const route = useRoute()
+const router = useRouter()
+const step = ref(0)
+const code = computed(() => props.datasetCode || (!props.embedded && typeof route.params.code === 'string' ? route.params.code : ''))
+const loading = ref(true)
+const saving = ref(false)
+const validatingColumns = ref(false)
+const running = ref(false)
+const metadataLoading = ref(false)
+const error = ref('')
+const loadError = ref('')
+const sourceInfo = ref<SourceModel | null>(null)
+const pickerValue = ref('')
+const sourceMode = ref<'table' | 'sql'>(props.entry?.sourceCode || props.datasetCode || (!props.embedded && (route.params.code || route.params.sourceCode)) ? 'sql' : 'table')
+const database = ref('')
+const table = ref('')
+const databases = ref<string[]>([])
+const tables = ref<string[]>([])
+const inherited = ref(false)
+const previewRows = ref<Record<string, unknown>[]>([])
+const previewHeaders = ref<string[]>([])
+const previewCount = ref(0)
+const elapsed = ref<number | null>(null)
+const sqlBackup = ref('')
+const verifiedSignature = ref('')
+const executors = ref<{ name: string }[]>([])
+const schedulers = ref<{ name: string }[]>([])
+const pluginsLoading = ref(false)
+const form = reactive({
+  id: null as number | null, code: '', name: '', description: '', query: '', source: { code: '' },
+  syncMode: 'MANUAL', expression: '', scheduler: '', executor: '',
+  lifeCycle: undefined as number | undefined, lifeCycleColumn: '', lifeCycleType: '',
+  columns: [] as DatasetColumn[]
+})
+const steps = computed(() => ['basic', 'source', 'columns', 'preview'].map(key => t(`dataset.editor.${key}`)))
+const originLabel = computed(() => t(code.value ? 'dataset.common.modify' : inherited.value ? (props.entry?.origin === 'sql' ? 'dataset.prototype.fromSql' : 'dataset.editor.fromQuery') : 'dataset.prototype.manualCreation'))
+const syncOptions = computed(() => [{value:'MANUAL',label:t('dataset.common.syncModeManual')},{value:'TIMING',label:t('dataset.common.syncModeTiming')},{value:'OUT_SYNC',label:t('dataset.common.syncModeOutSync')}])
+const sourceModes = computed(() => [{value:'table' as const,label:t('dataset.editor.selectTable'),hint:t('dataset.prototype.visualSelection')},{value:'sql' as const,label:t('dataset.editor.customSql'),hint:t('dataset.prototype.writeSql')}])
+const summary = computed(() => [
+  {label:t('common.source'),value:sourceInfo.value?.name || '—'},
+  {label:t('common.database'),value:database.value || sourceInfo.value?.database || '—'},
+  {label:t('dataset.prototype.sourceMethod'),value:t(sourceMode.value === 'table' ? 'dataset.editor.selectTable' : 'dataset.editor.customSql')},
+  {label:t('dataset.editor.columns'),value:String(form.columns.length)},
+  {label:t('common.executor'),value:form.executor},
+  {label:t('dataset.common.syncMode'),value:syncOptions.value.find(item=>item.value===form.syncMode)?.label || form.syncMode}
+])
+const signature = computed(() => JSON.stringify([form.source.code, form.query.trim()]))
+const previewCurrent = computed(() => verifiedSignature.value === signature.value && !!verifiedSignature.value)
+const dateColumns = computed(() => form.columns.filter(column => column.type === 'DATETIME' && !column.virtualColumn))
+const previewColumns = computed(() => previewHeaders.value.map((header, index) => ({ key: `field_${index}`, dataIndex: `field_${index}`, title: header })))
+const pluginOptions = (plugins: { name: string }[], selected: string) => {
+  const options: { label: string, value: string, disabled?: boolean }[] = plugins.map(item => ({ label: item.name, value: item.name }))
+  if (selected && !plugins.some(item => item.name === selected)) options.push({ label: `${selected} (${t('dataset.editor.pluginUnavailable')})`, value: selected, disabled: true })
+  return options
+}
+const executorOptions = computed(() => pluginOptions(executors.value, form.executor))
+const schedulerOptions = computed(() => pluginOptions(schedulers.value, form.scheduler))
+const busy = computed(() => loading.value || saving.value || running.value || metadataLoading.value || pluginsLoading.value || validatingColumns.value)
+let active = true
+let selectionRequest = 0
+let sourceRequest = 0
+let tableRequest = 0
+let previewRequest = 0
+const baseline = ref('')
+const discardOpen = ref(false)
+let pendingLeave: (() => void) | null = null
+let saved = false
+const snapshot = () => JSON.stringify(form)
+const dirty = computed(() => !!baseline.value && snapshot() !== baseline.value)
+
+function message(cause: unknown): string { return cause instanceof Error ? cause.message : t('dataset.editor.requestFailed') }
+function assertResponse(response: any) {
+  if (!response.status || response.data?.isSuccessful === false) throw new Error(response.data?.message || response.message || t('dataset.editor.requestFailed'))
+  return response.data
+}
+function clearPreview() {
+  previewRequest++
+  running.value = false
+  verifiedSignature.value = ''
+  previewRows.value = []
+  previewHeaders.value = []
+}
+watch(() => [form.source.code, form.query], clearPreview)
+
+async function loadDatabases(sourceCode: string) {
+  const request = ++sourceRequest
+  metadataLoading.value = true
+  databases.value = []
+  tables.value = []
+  try {
+    const data = assertResponse(await MetadataService.getDatabaseBySource(sourceCode))
+    if (!active || request !== sourceRequest || form.source.code !== sourceCode) return
+    databases.value = (data.columns || []).map((row: any) => row.object_name || row.schema_name || row.SCHEMA_NAME).filter(Boolean)
+  }
+  catch (cause) { if (active && request === sourceRequest) error.value = message(cause) }
+  finally { if (active && request === sourceRequest) metadataLoading.value = false }
+}
+async function changeSource(value: string) {
+  const sourceCode = value.split(':').slice(2).join(':')
+  if (sourceCode === form.source.code) return
+  const selection = ++selectionRequest
+  sourceRequest++
+  tableRequest++
+  metadataLoading.value = true
+  database.value = ''
+  table.value = ''
+  form.source.code = sourceCode
+  sourceInfo.value = null
+  inherited.value = false
+  error.value = ''
+  try {
+    const data = assertResponse(await SourceService.getByCode(sourceCode))
+    if (!active || selection !== selectionRequest) return
+    sourceInfo.value = data
+    if (sourceMode.value === 'table') form.query = ''
+    if (sourceMode.value === 'table') await loadDatabases(sourceCode)
+  }
+  catch (cause) { if (active && selection === selectionRequest) error.value = message(cause) }
+  finally { if (active && selection === selectionRequest) metadataLoading.value = false }
+}
+async function changeDatabase() {
+  const request = ++tableRequest
+  const sourceCode = form.source.code
+  const selected = database.value
+  table.value = ''
+  tables.value = []
+  if (sourceMode.value === 'table') form.query = ''
+  if (!selected || !sourceCode) return
+  metadataLoading.value = true
+  error.value = ''
+  try {
+    const data = assertResponse(await MetadataService.getTablesByDatabase(sourceCode, selected))
+    if (!active || request !== tableRequest || form.source.code !== sourceCode) return
+    tables.value = (data.columns || []).map((row: any) => row.object_name).filter(Boolean)
+  }
+  catch (cause) { if (active && request === tableRequest) error.value = message(cause) }
+  finally { if (active && request === tableRequest) metadataLoading.value = false }
+}
+async function selectTable() {
+  const request = ++tableRequest
+  const sourceCode = form.source.code
+  const selectedDatabase = database.value
+  const selectedTable = table.value
+  form.query = ''
+  if (!selectedDatabase || !selectedTable) return
+  metadataLoading.value = true
+  error.value = ''
+  try {
+    const data = assertResponse(await MetadataService.queryTable(sourceCode, selectedDatabase, selectedTable, { preview: true }))
+    if (!active || request !== tableRequest || form.source.code !== sourceCode) return
+    form.query = data.content || ''
+  }
+  catch (cause) { if (active && request === tableRequest) error.value = message(cause) }
+  finally { if (active && request === tableRequest) metadataLoading.value = false }
+}
+async function setSourceMode(mode: 'table' | 'sql') {
+  if (mode === sourceMode.value) return
+  error.value = ''
+  if (mode === 'table') {
+    sqlBackup.value = form.query
+    inherited.value = false
+    sourceMode.value = mode
+    form.query = ''
+    if (form.source.code && !databases.value.length) await loadDatabases(form.source.code)
+    if (table.value) await selectTable()
+  }
+  else {
+    sourceMode.value = mode
+    if (sqlBackup.value) form.query = sqlBackup.value
+  }
+}
+async function runPreview(): Promise<boolean> {
+  if (running.value || !sourceInfo.value?.code || !form.source.code || !form.query.trim()) { error.value = t('dataset.editor.sourceRequired'); return false }
+  const request = ++previewRequest
+  const currentSignature = signature.value
+  const sql = form.query
+  running.value = true
+  error.value = ''
+  verifiedSignature.value = ''
+  try {
+    const data = assertResponse(await ExecuteService.execute({ name: form.source.code, content: sql, mode: 'DATASET' }, null))
+    if (!active || request !== previewRequest || currentSignature !== signature.value) return false
+    const headers = data?.headers
+    if (!Array.isArray(headers) || headers.length === 0 || !headers.every(header => typeof header === 'string')) throw new Error(t('dataset.editor.noColumns'))
+    if (new Set(headers).size !== headers.length) throw new Error(t('dataset.editor.ambiguousHeaders'))
+    elapsed.value = typeof data.processor?.elapsed === 'number' ? data.processor.elapsed : null
+    previewHeaders.value = headers
+    previewRows.value = (data.columns || []).slice(0, 100).map((row: Record<string, unknown>) => Object.fromEntries(headers.map((header, index) => [`field_${index}`, row[header]])))
+    previewCount.value = data.columns?.length || 0
+    form.columns = reconcileDatasetColumns(headers, form.columns)
+    verifiedSignature.value = currentSignature
+    return true
+  }
+  catch (cause) { if (active && request === previewRequest) error.value = message(cause); return false }
+  finally { if (active && request === previewRequest) running.value = false }
+}
+function validateBasic() {
+  if (!form.name.trim()) return 'dataset.validator.specifiedName'
+  if (!form.executor || !executors.value.some(item => item.name === form.executor)) return 'dataset.editor.executorRequired'
+  if (form.syncMode === 'TIMING' && (!form.expression.trim() || !form.scheduler || !schedulers.value.some(item => item.name === form.scheduler))) return 'dataset.editor.scheduleRequired'
+  return null
+}
+function validateColumns() {
+  const issue = datasetColumnIssue(form.columns)
+  if (issue) return issue
+  if (form.lifeCycleColumn && (!dateColumns.value.some(column => column.name === form.lifeCycleColumn) || !form.lifeCycleType || !form.lifeCycle || form.lifeCycle < 1)) return 'dataset.editor.lifeCycleRequired'
+  return null
+}
+async function next() {
+  if (busy.value) return
+  error.value = ''
+  const issue = step.value === 0 ? validateBasic() : step.value === 2 ? validateColumns() : null
+  if (issue) { error.value = t(issue); return }
+  if (step.value === 1 && !previewCurrent.value && !(await runPreview())) return
+  if (step.value === 2 && form.columns.some(column => column.virtualColumn)) {
+    validatingColumns.value = true
+    try { assertResponse(await DatasetService.validateColumns(form.columns)) }
+    catch (cause) { error.value = message(cause); return }
+    finally { validatingColumns.value = false }
+  }
+  step.value = Math.min(3, step.value + 1)
+}
+async function save() {
+  if (busy.value) return
+  error.value = ''
+  const basicIssue = validateBasic()
+  const columnIssue = validateColumns()
+  if (basicIssue) { step.value = 0; error.value = t(basicIssue); return }
+  if (!previewCurrent.value) { step.value = 1; error.value = t('dataset.editor.previewRequired'); return }
+  if (columnIssue) { step.value = 2; error.value = t(columnIssue); return }
+  saving.value = true
+  try {
+    const payload = {
+      ...form, id: code.value ? form.id : null, code: code.value || undefined,
+      name: form.name.trim(), query: form.query, source: { code: form.source.code },
+      lifeCycle: form.lifeCycleColumn ? String(form.lifeCycle) : null,
+      lifeCycleColumn: form.lifeCycleColumn || null, lifeCycleType: form.lifeCycleColumn ? form.lifeCycleType : null,
+      columns: form.columns.map((column, position) => ({ ...column, name: column.name.trim(), aliasName: column.aliasName.trim(), position }))
+    }
+    const receipt = assertResponse(await DatasetService.saveOrUpdate(payload))
+    saved = true
+    MfMessage.success(t('dataset.editor.submitted'))
+    const result = { code: receipt?.code || code.value || '', name: form.name.trim() }
+    if (props.embedded) emit('submitted', result)
+    else await router.push(result.code ? `/dataset/detail/${encodeURIComponent(result.code)}?submitted=1` : '/dataset')
+  }
+  catch (cause) { error.value = message(cause) }
+  finally { saving.value = false }
+}
+async function loadPluginOptions(failOnError = false) {
+  pluginsLoading.value = true
+  try {
+    const plugins = assertResponse(await PluginService.getPlugins())
+    executors.value = plugins.filter((item: any) => item.type === 'EXECUTOR' && typeof item.name === 'string' && item.name.trim())
+    schedulers.value = plugins.filter((item: any) => item.type === 'SCHEDULER' && typeof item.name === 'string' && item.name.trim())
+    if (!code.value) {
+      if (!form.executor) form.executor = executors.value.find(item => item.name === 'Local')?.name || (executors.value.length === 1 ? executors.value[0].name : '')
+      if (!form.scheduler) form.scheduler = schedulers.value.length === 1 ? schedulers.value[0].name : ''
+    }
+  }
+  catch (cause) {
+    if (failOnError) throw cause
+    error.value = message(cause)
+  }
+  finally { pluginsLoading.value = false }
+}
+async function initialize() {
+  loading.value = true
+  loadError.value = ''
+  error.value = ''
+  try {
+    await loadPluginOptions(true)
+    if (code.value) {
+      const [info, columns] = await Promise.all([DatasetService.getByCode(code.value), DatasetService.getColumnsByCode(code.value)])
+      const data = assertResponse(info)
+      const fields = assertResponse(columns)
+      Object.assign(form, data, { name: data.name || '', description: data.description || '', query: data.query || '', expression: data.expression || '', executor: data.executor || '', scheduler: data.scheduler || '', source: { code: data.source.code }, lifeCycle: data.lifeCycle ? Number(data.lifeCycle) : undefined, lifeCycleColumn: data.lifeCycleColumn || '', lifeCycleType: data.lifeCycleType || '', columns: fields })
+      sourceInfo.value = data.source
+    }
+    else if (props.entry?.sourceCode || (!props.embedded && typeof route.params.sourceCode === 'string')) {
+      const sourceCode = props.entry?.sourceCode || route.params.sourceCode as string
+      sourceInfo.value = assertResponse(await SourceService.getByCode(sourceCode))
+      form.source.code = sourceCode
+      const tempId = typeof route.query.tempId === 'string' ? route.query.tempId : ''
+      if (tempId) {
+        const key = `DatasetQuery_${tempId}`
+        const draft = parseDatasetQueryDraft(sessionStorage.getItem(key), sourceCode)
+        sessionStorage.removeItem(key)
+        if (draft) {
+          form.query = draft.query
+          form.columns = reconcileDatasetColumns(draft.headers, [])
+          inherited.value = true
+        }
+        else {
+          // Preserve old query-page deep links during rollout.
+          form.query = localStorage.getItem(`QueryContent_${tempId}`) || ''
+          localStorage.removeItem(`QueryContent_${tempId}`)
+        }
+      }
+    }
+    if (props.entry && !code.value) {
+      form.query = props.entry.query || ''
+      form.columns = reconcileDatasetColumns(props.entry.headers || [], [])
+      inherited.value = props.entry.origin !== 'manual'
+    }
+    if (sourceInfo.value) {
+      pickerValue.value = `${sourceInfo.value.id}:${sourceInfo.value.type}:${sourceInfo.value.code}`
+      if (sourceMode.value === 'table') await loadDatabases(form.source.code)
+    }
+    await nextTick()
+    if (props.entry?.origin === 'result' && props.entry.headers?.length && props.entry.rows) {
+      previewHeaders.value = [...props.entry.headers]
+      previewRows.value = props.entry.rows.slice(0, 100).map(row => Object.fromEntries(props.entry!.headers!.map((header,index)=>[`field_${index}`,row[header]])))
+      previewCount.value = props.entry.rowCount ?? props.entry.rows.length
+      elapsed.value = props.entry.elapsed ?? null
+      verifiedSignature.value = signature.value
+    }
+    baseline.value = snapshot()
+  }
+  catch (cause) { loadError.value = message(cause) }
+  finally { if (active) loading.value = false }
+}
+function closeNow() {
+  if (props.embedded) emit('close')
+  else router.push('/dataset')
+}
+function requestClose() {
+  if (saving.value) return
+  if (!dirty.value) { closeNow(); return }
+  pendingLeave = closeNow
+  discardOpen.value = true
+}
+onBeforeRouteLeave(() => {
+  if (saved || !dirty.value) return true
+  discardOpen.value = true
+  return new Promise<boolean>(resolve => { pendingLeave = () => resolve(true); cancelLeave = () => resolve(false) })
+})
+let cancelLeave: (() => void) | null = null
+function leave() { discardOpen.value = false; saved = true; pendingLeave?.(); pendingLeave = null }
+function stay() { discardOpen.value = false; cancelLeave?.(); pendingLeave = null; cancelLeave = null }
+function beforeUnload(event: BeforeUnloadEvent) { if (!saved && dirty.value) { event.preventDefault(); event.returnValue = '' } }
+onMounted(() => { initialize(); window.addEventListener('beforeunload', beforeUnload) })
+onBeforeUnmount(() => { active = false; selectionRequest++; sourceRequest++; tableRequest++; previewRequest++; window.removeEventListener('beforeunload', beforeUnload) })
+</script>
+
+
+<template>
+  <DatasetWizardShell :error="error" :title="t(code ? 'dataset.common.modify' : 'dataset.common.create')" :step="step" :steps="steps" :busy="busy" :saving="saving" :validating="validatingColumns" :origin="originLabel" @close="requestClose" @previous="step--; error = ''" @next="next" @save="save" @back="step = $event; error = ''">
+    <MfSpinner v-if="loading" class="py-16" :label="t('dataset.editor.loading')"/>
+    <MfAlert v-else-if="loadError" variant="danger" :title="loadError"><MfButton @click="initialize">{{ t('common.refresh') }}</MfButton></MfAlert>
+    <template v-else>
+      <MfAlert v-if="error" role="alert" variant="danger" :title="error" class="mb-5"/>
+      <div v-if="step === 0" class="grid items-stretch gap-6 lg:grid-cols-[minmax(0,1.85fr)_minmax(260px,1fr)]">
+        <MfForm :model="form" @finish="next">
+          <h2 class="text-base font-semibold">{{ t('dataset.prototype.fillBasic') }}</h2>
+          <MfFormItem name="name" :label="t('common.name')" :rules="[{required: true, message: t('dataset.validator.specifiedName')}]"><MfInput v-model="form.name" :placeholder="t('dataset.editor.namePlaceholder')"/></MfFormItem><p class="-mt-2 text-xs text-content-tertiary">{{ t('dataset.prototype.nameHelp') }}</p>
+          <MfFormItem name="description" :label="t('common.description')"><MfTextarea v-model="form.description" :rows="3"/></MfFormItem>
+          <div class="grid gap-4 sm:grid-cols-2">
+            <MfFormItem name="executor" :label="t('common.executor')"><MfSelect v-model="form.executor" :options="executorOptions" :placeholder="t('dataset.editor.chooseExecutor')" :empty-text="t('dataset.editor.noExecutors')" :loading="pluginsLoading"/><div v-if="!executors.length" class="mt-2 space-y-2"><p class="text-xs text-warning">{{ t('dataset.editor.noExecutorsHint') }}</p><MfButton size="sm" :loading="pluginsLoading" @click="loadPluginOptions()">{{ t('common.refresh') }}</MfButton></div></MfFormItem>
+            <MfFormItem name="syncMode" :label="t('dataset.common.syncMode')"><MfSelect v-model="form.syncMode" :options="syncOptions"/></MfFormItem>
+            <template v-if="form.syncMode === 'TIMING'">
+              <MfFormItem name="scheduler" :label="t('common.scheduler')"><MfSelect v-model="form.scheduler" :options="schedulerOptions" :placeholder="t('dataset.editor.chooseScheduler')" :empty-text="t('dataset.editor.noSchedulers')"/></MfFormItem>
+              <MfFormItem name="expression" :label="t('dataset.common.columnExpression')"><MfInput v-model="form.expression" placeholder="0 0 * * * ?"/></MfFormItem>
+            </template>
+          </div>
+          <div class="flex items-start gap-2 rounded-mf-md border border-primary/15 bg-primary/5 px-4 py-3 text-xs leading-6 text-primary"><Info :size="16" class="mt-1 shrink-0"/><span>{{ t('dataset.prototype.sourceSafe') }}</span></div>
+        </MfForm>
+        <aside class="rounded-mf-lg border border-line bg-surface-hover/40 p-5">
+          <h3 class="mb-3 text-sm font-semibold">{{ t('dataset.prototype.creationMode') }}</h3>
+          <div class="flex gap-3 rounded-mf-md border border-primary/30 bg-primary/5 p-4"><span class="flex size-10 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-primary"><component :is="inherited ? Table2 : Plus" :size="20"/></span><div><p class="text-sm font-semibold">{{ originLabel }}</p><p class="mt-1 text-xs leading-5 text-content-secondary">{{ t(inherited ? 'dataset.prototype.queryModeHint' : 'dataset.prototype.manualModeHint') }}</p></div></div>
+          <h3 class="mt-5 border-t border-line pt-4 text-xs font-semibold text-content-secondary">{{ t('dataset.prototype.creationFlow') }}</h3>
+          <ol class="mt-4 space-y-5"><li v-for="(label, index) in steps" :key="label" class="flex gap-3"><span class="flex size-6 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-xs font-semibold text-primary">{{ index + 1 }}</span><div><p class="text-sm font-semibold">{{ label }}</p><p class="mt-1 text-xs text-content-tertiary">{{ t(`dataset.prototype.flow${index + 1}`) }}</p></div></li></ol>
+        </aside>
+      </div>
+      <div v-else-if="step === 1" class="grid items-start gap-6 lg:grid-cols-[minmax(0,1.15fr)_minmax(0,1fr)]">
+        <div class="min-w-0 space-y-4">
+          <h2 class="text-base font-semibold">{{ t(inherited ? 'dataset.prototype.inheritQuery' : 'dataset.prototype.chooseSource') }}</h2>
+          <div v-if="inherited" class="rounded-mf-md border border-primary/15 bg-primary/5 px-4 py-3 text-xs leading-6 text-primary">{{ t('dataset.editor.inheritedHint') }}</div>
+          <div v-else class="grid grid-cols-2 gap-3" role="group" :aria-label="steps[1]">
+            <button v-for="mode in sourceModes" :key="mode.value" type="button" class="flex items-center gap-3 rounded-mf-md border p-3 text-left" :class="sourceMode === mode.value ? 'border-primary/40 bg-primary/5 text-primary' : 'border-line text-content-secondary hover:bg-surface-hover'" :disabled="busy" :aria-pressed="sourceMode === mode.value" @click="setSourceMode(mode.value)"><component :is="mode.value === 'table' ? Database : Code2" :size="18"/><span><span class="block text-sm font-semibold">{{ mode.label }}</span><span class="mt-0.5 block text-xs text-content-tertiary">{{ mode.hint }}</span></span></button>
+          </div>
+          <div class="grid gap-4" :class="!inherited && sourceMode === 'table' ? 'sm:grid-cols-2' : ''">
+            <MfFormItem name="source" :label="t('common.source')"><div class="w-full -mx-3"><QuerySourcePicker :model-value="pickerValue" :selected-source="sourceInfo" @update:model-value="pickerValue = $event" @change="changeSource"/></div></MfFormItem>
+            <MfFormItem v-if="!inherited && sourceMode === 'table'" name="sourceType" :label="t('dataset.prototype.databaseType')"><MfInput :model-value="[sourceInfo?.type, sourceInfo?.version].filter(Boolean).join(' ')" disabled/></MfFormItem>
+          </div>
+          <MfEmpty v-if="!form.source.code" variant="initial" :title="t('source.tip.selectSource')"/>
+          <template v-else>
+            <div v-if="sourceMode === 'table'" class="grid gap-4 sm:grid-cols-2">
+              <MfFormItem name="database" :label="t('common.database')"><MfSelect v-model="database" searchable :options="databases.map(value => ({label:value,value}))" :loading="metadataLoading" :disabled="running" @change="changeDatabase"/></MfFormItem>
+              <MfFormItem name="table" :label="t('common.table')"><MfSelect v-model="table" searchable :options="tables.map(value => ({label:value,value}))" :disabled="!database || running" :loading="metadataLoading" @change="selectTable"/></MfFormItem>
+            </div>
+            <div><p class="mb-2 text-sm font-medium">{{ t(sourceMode === 'table' ? 'dataset.prototype.generatedSql' : 'dataset.prototype.querySql') }}</p><div class="overflow-hidden rounded-mf-md border border-line"><AceEditor :key="sourceMode" :value="form.query" :read-only="sourceMode === 'table' || running" height="210px" @update:value="form.query = $event"/></div></div>
+            <div class="flex flex-wrap items-center gap-3"><MfButton :loading="running" :disabled="metadataLoading || !form.query.trim()" @click="runPreview"><Play :size="14"/>{{ t('dataset.prototype.identifyFields') }}</MfButton><span v-if="previewCurrent" class="text-xs text-success">{{ t('dataset.editor.verified', [previewHeaders.length]) }}<span v-if="elapsed !== null"> · {{ elapsed }} ms</span></span></div>
+          </template>
+        </div>
+        <div class="min-w-0 space-y-5 lg:sticky lg:top-0 lg:max-h-[min(636px,calc(100dvh_-_360px))] lg:overflow-y-auto">
+          <DatasetSourcePreview :headers="previewHeaders" :rows="previewRows" :current="previewCurrent" :running="running" :count="previewCount"/>
+          <section class="space-y-4 rounded-mf-lg border border-line bg-surface-hover/40 p-5"><h3 class="text-sm font-semibold">{{ t('dataset.prototype.sourceSummary') }}</h3><dl class="space-y-3 text-xs"><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('common.source') }}</dt><dd class="max-w-64 break-all text-right font-medium">{{ sourceInfo?.name || '—' }}</dd></div><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.sourceMethod') }}</dt><dd>{{ t(sourceMode === 'table' ? 'dataset.editor.selectTable' : 'dataset.editor.customSql') }}</dd></div><div v-if="sourceMode === 'table'" class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.targetObject') }}</dt><dd class="break-all">{{ [database, table].filter(Boolean).join('.') || '—' }}</dd></div><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.identifiedFields') }}</dt><dd><MfTag v-if="previewCurrent" variant="primary" size="sm">{{ previewHeaders.length }}</MfTag><span v-else>—</span></dd></div></dl></section>
+        </div>
+      </div>
+      <div v-else-if="step === 2" class="space-y-5">
+        <DatasetColumns v-model="form.columns" :refreshing="running" @refresh-columns="runPreview"/>
+        <details class="rounded-mf-lg border border-line px-4 py-3"><summary class="cursor-pointer text-sm font-medium">{{ t('dataset.common.dataLifeCycle') }}</summary><div class="mt-4 grid gap-4 sm:grid-cols-3"><MfFormItem name="lifeCycleColumn" :label="t('dataset.common.lifeCycleColumn')"><MfSelect v-model="form.lifeCycleColumn" clearable :options="dateColumns.map(column => ({label:column.name,value:column.name}))" :disabled="!dateColumns.length"/></MfFormItem><MfFormItem name="lifeCycleType" :label="t('dataset.common.lifeCycleType')"><MfSelect v-model="form.lifeCycleType" :disabled="!form.lifeCycleColumn" :options="['MONTH','WEEK','DAY','HOUR'].map(value => ({value,label:t(`dataset.common.lifeCycle${value[0] + value.slice(1).toLowerCase()}`)}))"/></MfFormItem><MfFormItem name="lifeCycle" :label="t('dataset.common.lifeCycleNumber')"><MfInputNumber v-model="form.lifeCycle" :min="1" :disabled="!form.lifeCycleColumn"/></MfFormItem></div></details>
+      </div>
+      <div v-else class="grid items-start gap-6 lg:grid-cols-[minmax(240px,0.7fr)_minmax(0,1.6fr)]">
+        <div class="space-y-5">
+          <h2 class="text-base font-semibold">{{ t('dataset.prototype.confirmInfo') }}</h2>
+          <section class="rounded-mf-lg border border-line bg-surface-hover/40 p-5"><div class="mb-5 flex items-center gap-3"><span class="flex size-10 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-primary"><Database :size="21"/></span><div class="min-w-0"><h3 class="break-all text-sm font-semibold">{{ form.name }}</h3><p class="mt-1 text-xs text-content-tertiary">{{ originLabel }}</p></div></div><dl class="divide-y divide-line text-xs"><div v-for="item in summary" :key="item.label" class="flex justify-between gap-3 py-3"><dt class="shrink-0 text-content-tertiary">{{ item.label }}</dt><dd class="break-all text-right font-medium">{{ item.value }}</dd></div></dl></section>
+          <div class="rounded-mf-md border border-primary/15 bg-primary/5 p-4 text-xs leading-6 text-primary">{{ t('dataset.editor.asyncHint') }}</div>
+        </div>
+        <div class="min-w-0 space-y-4">
+          <div class="flex flex-wrap items-start justify-between gap-3"><div><h2 class="text-base font-semibold">{{ t('dataset.prototype.previewValidation') }}</h2><p class="mt-1 text-xs leading-5 text-content-tertiary">{{ t('dataset.editor.previewHint') }}</p></div><MfButton size="sm" :loading="running" @click="runPreview"><RefreshCw :size="14"/>{{ t('dataset.prototype.refreshPreview') }}</MfButton></div>
+          <div v-if="previewCurrent" class="flex items-center gap-2 rounded-mf-md border border-primary/15 bg-primary/5 px-4 py-3 text-xs text-primary"><Check :size="15"/>{{ t('dataset.editor.verified', [previewHeaders.length]) }} · {{ t('dataset.editor.previewCount', [Math.min(previewCount, 100), previewCount]) }}</div>
+          <MfTable :columns="previewColumns" :data-source="previewRows" :loading="running" :empty-text="t('dataset.editor.emptyPreview')"/>
+          <section class="rounded-mf-lg border border-line bg-surface-hover/40 p-4"><h3 class="text-sm font-semibold">{{ t('dataset.prototype.sqlDefinition') }}</h3><pre class="mt-3 overflow-x-auto whitespace-pre-wrap break-all font-mono text-xs leading-6 text-content-secondary">{{ form.query }}</pre></section>
+        </div>
+      </div>
+    </template>
+  </DatasetWizardShell>
+  <MfModal :open="discardOpen" trap-focus @update:open="stay" :title="t('dataset.editor.discardTitle')"><p>{{ t('dataset.editor.discardHint') }}</p><template #footer><MfButton @click="stay">{{ t('common.cancel') }}</MfButton><MfButton variant="danger" @click="leave">{{ t('dataset.editor.discard') }}</MfButton></template></MfModal>
+</template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
new file mode 100644
index 0000000000..40f71067b8
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
@@ -0,0 +1,236 @@
+<script setup lang="ts">
+import { computed, nextTick, onBeforeUnmount, ref, watch } from 'vue'
+import { useI18n } from 'vue-i18n'
+import { ArrowDown, ArrowUp, Pencil, Plus, Search, Settings, Sparkles, Trash2 } from '@lucide/vue'
+import type { DatasetColumn } from '@/model/dataset-editor'
+import DatasetService from '@/services/dataset'
+
+const props = defineProps<{ modelValue: DatasetColumn[], refreshing?: boolean }>()
+const emit = defineEmits<{ 'update:modelValue': [columns: DatasetColumn[]], 'refresh-columns': [] }>()
+const { t } = useI18n()
+const keyword = ref('')
+const selected = ref<Set<string>>(new Set())
+const bulkOpen = ref(false)
+const bulk = ref({mode:'keep',nullable:'keep',orderByKey:'keep'})
+const opened = ref(false)
+const editingIndex = ref(-1)
+const draft = ref<DatasetColumn | null>(null)
+const issue = ref('')
+const validating = ref(false)
+const catalogLoading = ref(false)
+const catalogLoaded = ref(false)
+const catalogError = ref('')
+const engine = ref('')
+const functions = ref<{ name: string, example?: string, description?: string }[]>([])
+const expressionInput = ref<{ $el: HTMLTextAreaElement } | null>(null)
+const selectedField = ref('')
+const selectedFunction = ref('')
+let validationRequest = 0
+let active = true
+const physicalFields = computed(() => props.modelValue.filter(column => !column.virtualColumn))
+async function loadFunctions() {
+  if (catalogLoading.value || catalogLoaded.value) return
+  catalogLoading.value = true
+  catalogError.value = ''
+  try {
+    const response = await DatasetService.getColumnFunctions()
+    if (!active) return
+    if (!response.status) throw new Error(response.message)
+    engine.value = response.data?.engine || ''
+    functions.value = (response.data?.functions || []).filter((item: any) => typeof item.name === 'string' && /^[a-zA-Z_][a-zA-Z0-9_]*$/.test(item.name))
+    catalogLoaded.value = true
+  }
+  catch (cause) { if (active) catalogError.value = cause instanceof Error ? cause.message : t('dataset.editor.requestFailed') }
+  finally { if (active) catalogLoading.value = false }
+}
+watch(opened, open => {
+  if (open && draft.value?.virtualColumn) loadFunctions()
+  if (!open) { validationRequest++; validating.value = false }
+})
+onBeforeUnmount(() => { active = false; validationRequest++ })
+function insertToken(token: string, cursorOffset = token.length) {
+  if (!draft.value) return
+  const value = draft.value.formula || ''
+  const input = expressionInput.value?.$el
+  const start = input?.selectionStart ?? value.length
+  const end = input?.selectionEnd ?? start
+  draft.value.formula = value.slice(0, start) + token + value.slice(end)
+  nextTick(() => {
+    expressionInput.value?.$el.focus()
+    expressionInput.value?.$el.setSelectionRange?.(start + cursorOffset, start + cursorOffset)
+  })
+}
+function appendField(value: string) {
+  insertToken('`' + value.replace(/`/g, '``') + '`')
+  selectedField.value = ''
+}
+function appendFunction(value: string) {
+  const input = expressionInput.value?.$el
+  const selected = (draft.value?.formula || '').slice(input?.selectionStart ?? 0, input?.selectionEnd ?? 0)
+  insertToken(`${value}(${selected})`, selected ? value.length + selected.length + 2 : value.length + 1)
+  selectedFunction.value = ''
+}
+const filtered = computed(() => props.modelValue.map((column, index) => ({ ...column, index }))
+  .filter(column => [column.name, column.aliasName, column.original].some(value => value?.toLowerCase().includes(keyword.value.toLowerCase()))))
+const headers = computed(() => [
+  {key:'selected',dataIndex:'selected',title:'',width:'36px'},
+  { key: 'name', dataIndex: 'name', title: t('dataset.common.columnName') },
+  { key: 'aliasName', dataIndex: 'aliasName', title: t('dataset.common.columnAlias') },
+  { key: 'type', dataIndex: 'type', title: t('dataset.common.columnType') },
+  { key: 'mode', dataIndex: 'mode', title: t('dataset.common.columnMode') },
+  {key:'nullable',dataIndex:'nullable',title:t('dataset.common.columnIsNullable')},
+  {key:'orderByKey',dataIndex:'orderByKey',title:t('dataset.common.columnIsOrderByKey')},
+  {key:'primaryKey',dataIndex:'primaryKey',title:t('dataset.common.columnIsPrimaryKey')},
+  { key: 'action', dataIndex: 'action', title: t('common.action') }
+])
+const typeOptions = computed(() => [
+  ['STRING', 'String'], ['NUMBER', 'Number'], ['NUMBER_SIGNED', 'NumberSigned'], ['BOOLEAN', 'Boolean'], ['DATETIME', 'DateTime']
+].map(([value, label]) => ({ value, label: t(`dataset.common.columnType${label}`) })))
+const modeOptions = computed(() => ['DIMENSION', 'METRIC'].map(value => ({ value, label: t(`dataset.common.columnMode${value === 'METRIC' ? 'Metric' : 'Dimension'}`) })))
+const keyFields = ['orderByKey', 'primaryKey', 'partitionKey', 'samplingKey'] as const
+const keyLabels = { orderByKey: 'columnIsOrderByKey', primaryKey: 'columnIsPrimaryKey', partitionKey: 'columnIsPartitionKey', samplingKey: 'columnIsSampling' }
+
+const allSelected = computed(()=>filtered.value.length>0 && filtered.value.every(column=>selected.value.has(column.name)))
+watch(()=>props.modelValue,columns=>{const names=new Set(columns.map(column=>column.name));selected.value=new Set([...selected.value].filter(name=>names.has(name)))})
+function selectAll(value: boolean) { const next=new Set(selected.value);for(const column of filtered.value){if(value)next.add(column.name);else next.delete(column.name)}selected.value=next }
+function toggleSelected(name:string,value:boolean){const next=new Set(selected.value);if(value)next.add(name);else next.delete(name);selected.value=next}
+function updateColumn(index:number,patch:Partial<DatasetColumn>) {
+  const column={...props.modelValue[index],...patch}
+  if(column.samplingKey && !column.orderByKey){issue.value=t('dataset.tip.validatorSampling');return}
+  issue.value=''
+  emit('update:modelValue',props.modelValue.map((value,position)=>position===index?column:value))
+}
+function applyBulk() {
+  const next=props.modelValue.map(column=>{
+    if(!selected.value.has(column.name))return column
+    return {...column,mode:bulk.value.mode==='keep'?column.mode:bulk.value.mode,
+      nullable:!column.virtualColumn && bulk.value.nullable!=='keep'?bulk.value.nullable==='true':column.nullable,
+      orderByKey:!column.virtualColumn && bulk.value.orderByKey!=='keep'?bulk.value.orderByKey==='true':column.orderByKey}
+  })
+  if(next.some(column=>column.samplingKey && !column.orderByKey)){issue.value=t('dataset.tip.validatorSampling');return}
+  issue.value='';emit('update:modelValue',next);bulkOpen.value=false
+}
+function edit(index: number) {
+  editingIndex.value = index
+  draft.value = { ...props.modelValue[index], comment: props.modelValue[index].comment || '', aliasName: props.modelValue[index].aliasName || '', formula: props.modelValue[index].formula || '' }
+  issue.value = ''
+  opened.value = true
+}
+function add() {
+  let sequence = props.modelValue.length + 1
+  while (props.modelValue.some(column => column.name === `column_${sequence}`)) sequence++
+  draft.value = {
+    id: null, name: `column_${sequence}`, aliasName: `column_${sequence}`, original: null,
+    type: 'STRING', mode: 'DIMENSION', formula: '', comment: '', defaultValue: null, position: props.modelValue.length,
+    nullable: false, length: 0, orderByKey: false, partitionKey: false, primaryKey: false, samplingKey: false,
+    virtualColumn: true, customColumn: true
+  }
+  editingIndex.value = -1
+  issue.value = ''
+  opened.value = true
+}
+async function save() {
+  if (!draft.value || validating.value) return
+  const column = { ...draft.value, name: draft.value.name.trim(), aliasName: draft.value.aliasName.trim() }
+  if (!column.name || !column.aliasName) { issue.value = t('dataset.editor.columnRequired'); return }
+  if (props.modelValue.some((value, index) => index !== editingIndex.value && value.name === column.name)) { issue.value = t('dataset.editor.duplicateName'); return }
+  if (props.modelValue.some((value, index) => index !== editingIndex.value && value.aliasName === column.aliasName)) { issue.value = t('dataset.editor.duplicateAlias'); return }
+  if (column.samplingKey && !column.orderByKey) { issue.value = t('dataset.tip.validatorSampling'); return }
+  if (column.virtualColumn) {
+    if (!column.formula?.trim()) { issue.value = t('dataset.editor.virtualExpressionRequired'); return }
+    const request = ++validationRequest
+    validating.value = true
+    try {
+      const response = await DatasetService.validateColumns([...physicalFields.value, { ...column, formula: column.formula.trim() }])
+      if (!active || request !== validationRequest || !opened.value) return
+      if (!response.status) { issue.value = response.message; return }
+    }
+    catch (cause) { if (active && request === validationRequest) issue.value = cause instanceof Error ? cause.message : t('dataset.editor.requestFailed'); return }
+    finally { if (active && request === validationRequest) validating.value = false }
+  }
+  const next = [...props.modelValue]
+  if (editingIndex.value < 0) next.push(column)
+  else next[editingIndex.value] = column
+  emit('update:modelValue', next.map((value, position) => ({ ...value, position })))
+  opened.value = false
+}
+function remove(index: number) {
+  if (!props.modelValue[index].customColumn) return
+  emit('update:modelValue', props.modelValue.filter((_, position) => position !== index).map((value, position) => ({ ...value, position })))
+}
+function move(index: number, offset: number) {
+  const next = [...props.modelValue]
+  const target = index + offset
+  if (target < 0 || target >= next.length) return
+  ;[next[index], next[target]] = [next[target], next[index]]
+  emit('update:modelValue', next.map((value, position) => ({ ...value, position })))
+}
+</script>
+
+<template>
+  <div class="space-y-4">
+    <div class="flex flex-wrap items-start justify-between gap-3">
+      <div><h2 class="text-base font-semibold text-content">{{ t('dataset.editor.columns') }}</h2><p class="mt-1 text-xs leading-5 text-content-tertiary">{{ t('dataset.prototype.configureColumnsHint') }}</p></div>
+      <div class="flex flex-wrap gap-2"><MfButton v-if="refreshing !== undefined" size="sm" :loading="refreshing" @click="emit('refresh-columns')"><Sparkles :size="14"/>{{ t('dataset.prototype.identifyAgain') }}</MfButton><MfButton size="sm" :disabled="!selected.size" @click="issue='';bulkOpen=true"><Settings :size="14"/>{{ t('dataset.prototype.bulkSettings') }}</MfButton><MfButton size="sm" variant="primary" @click="add"><Plus :size="14"/>{{ t('dataset.editor.addColumn') }}</MfButton></div>
+    </div>
+    <div class="flex flex-wrap items-center gap-3"><MfInput v-model="keyword" class="w-64" :placeholder="t('dataset.editor.searchColumns')" clearable><template #prefix><Search :size="14"/></template></MfInput><MfTag variant="primary">{{ t('dataset.prototype.fieldsCount',[modelValue.length]) }}</MfTag><MfTag v-if="selected.size">{{ t('dataset.prototype.selectedCount',[selected.size]) }}</MfTag><p class="ml-auto text-xs text-content-tertiary">{{ t('dataset.editor.keyHint') }}</p></div>
+    <MfAlert v-if="issue && !opened" variant="danger" :title="issue"/>
+    <MfTable :columns="headers" :data-source="filtered" row-key="index" :empty-text="t('common.noData')">
+      <template #header-selected><MfCheckbox :model-value="allSelected" :indeterminate="selected.size>0 && !allSelected" :aria-label="t('dataset.prototype.selectAllFields')" @update:model-value="selectAll(!!$event)"/></template>
+      <template #cell-selected="{record}"><MfCheckbox :model-value="selected.has(record.name)" :aria-label="record.original || record.name" @update:model-value="toggleSelected(record.name,!!$event)"/></template>
+      <template #cell-name="{ record }"><MfTooltip :content="record.virtualColumn?record.formula:t('dataset.prototype.storageColumn',[record.name])"><span class="block max-w-36 truncate text-sm font-medium">{{ record.virtualColumn?record.name:(record.original || record.name) }}</span></MfTooltip></template>
+      <template #cell-aliasName="{record}"><MfInput size="sm" class="min-w-28" :model-value="record.aliasName" @update:model-value="updateColumn(record.index,{aliasName:String($event)})"/></template>
+      <template #cell-nullable="{record}"><MfSwitch size="sm" :model-value="record.nullable" :disabled="record.virtualColumn" :aria-label="t('dataset.common.columnIsNullable')" @update:model-value="updateColumn(record.index,{nullable:!!$event})"/></template>
+      <template #cell-orderByKey="{record}"><MfSwitch size="sm" :model-value="record.orderByKey" :disabled="record.virtualColumn" :aria-label="t('dataset.common.columnIsOrderByKey')" @update:model-value="updateColumn(record.index,{orderByKey:!!$event})"/></template>
+      <template #cell-primaryKey="{record}"><MfSwitch size="sm" :model-value="record.primaryKey" :disabled="record.virtualColumn" :aria-label="t('dataset.common.columnIsPrimaryKey')" @update:model-value="updateColumn(record.index,{primaryKey:!!$event})"/></template>
+      <template #cell-original="{ record }"><span class="block max-w-xs truncate text-content-secondary" :title="record.virtualColumn ? record.formula : record.original">{{ record.virtualColumn ? (record.formula || t('dataset.editor.customColumn')) : record.original }}</span></template>
+      <template #cell-type="{ record }"><MfTag>{{ typeOptions.find(option => option.value === record.type)?.label || record.type }}</MfTag></template>
+      <template #cell-mode="{ record }"><MfTag :variant="record.mode === 'METRIC' ? 'primary' : 'default'">{{ modeOptions.find(option => option.value === record.mode)?.label || record.mode }}</MfTag></template>
+      <template #cell-keys="{ record }">
+        <div class="flex flex-wrap gap-1"><MfTag v-for="field in keyFields.filter(field => record[field])" :key="field">{{ t(`dataset.common.${keyLabels[field]}`) }}</MfTag></div>
+      </template>
+      <template #cell-action="{ record }">
+        <div class="flex items-center gap-1">
+          <MfButton size="sm" variant="ghost" :aria-label="t('dataset.editor.editColumn')" @click="edit(record.index)"><Pencil :size="14"/></MfButton>
+          <MfButton size="sm" variant="ghost" :disabled="record.index === 0" :aria-label="t('dataset.editor.moveUp')" @click="move(record.index, -1)"><ArrowUp :size="14"/></MfButton>
+          <MfButton size="sm" variant="ghost" :disabled="record.index === modelValue.length - 1" :aria-label="t('dataset.editor.moveDown')" @click="move(record.index, 1)"><ArrowDown :size="14"/></MfButton>
+          <MfButton v-if="record.customColumn" size="sm" variant="ghost" class="text-danger" :aria-label="t('dataset.editor.deleteColumn')" @click="remove(record.index)"><Trash2 :size="14"/></MfButton>
+        </div>
+      </template>
+    </MfTable>
+  </div>
+  <MfModal :open="bulkOpen" :title="t('dataset.prototype.bulkSettings')" trap-focus @close="bulkOpen=false"><div class="space-y-4"><MfAlert v-if="issue" variant="danger" :title="issue"/><p class="text-xs text-content-tertiary">{{ t('dataset.prototype.selectedCount',[selected.size]) }}</p><MfFormItem name="bulkMode" :label="t('dataset.common.columnMode')"><MfSelect v-model="bulk.mode" :options="[{label:t('dataset.prototype.keepExisting'),value:'keep'},...modeOptions]"/></MfFormItem><MfFormItem name="bulkNullable" :label="t('dataset.common.columnIsNullable')"><MfSelect v-model="bulk.nullable" :options="[{label:t('dataset.prototype.keepExisting'),value:'keep'},{label:t('dataset.prototype.enabled'),value:'true'},{label:t('dataset.prototype.disabled'),value:'false'}]"/></MfFormItem><MfFormItem name="bulkOrder" :label="t('dataset.common.columnIsOrderByKey')"><MfSelect v-model="bulk.orderByKey" :options="[{label:t('dataset.prototype.keepExisting'),value:'keep'},{label:t('dataset.prototype.enabled'),value:'true'},{label:t('dataset.prototype.disabled'),value:'false'}]"/></MfFormItem></div><template #footer><MfButton @click="bulkOpen=false">{{ t('common.cancel') }}</MfButton><MfButton variant="primary" @click="applyBulk">{{ t('common.save') }}</MfButton></template></MfModal>
+
+  <MfDrawer v-model:open="opened" :title="t(editingIndex < 0 ? 'dataset.editor.addColumn' : 'dataset.editor.editColumn')" width="min(680px, 100vw)" :close-on-overlay="false">
+    <MfForm v-if="draft" id="dataset-column-form" :model="draft" @finish="save">
+      <MfAlert v-if="issue" variant="danger" :title="issue"/>
+      <MfFormItem v-if="!draft.virtualColumn" name="original" :label="t('dataset.editor.sourceField')"><MfInput :model-value="draft.original || t('dataset.editor.customColumn')" disabled/></MfFormItem>
+      <div class="grid gap-4 sm:grid-cols-2">
+        <MfFormItem name="name" :label="t('dataset.common.columnName')" :rules="[{ required: true, message: t('dataset.editor.columnRequired') }]"><MfInput v-model="draft.name"/></MfFormItem>
+        <MfFormItem name="aliasName" :label="t('dataset.common.columnAlias')" :rules="[{ required: true, message: t('dataset.editor.columnRequired') }]"><MfInput v-model="draft.aliasName"/></MfFormItem>
+        <MfFormItem name="type" :label="t('dataset.common.columnType')"><MfSelect v-model="draft.type" :options="typeOptions"/></MfFormItem>
+        <MfFormItem name="mode" :label="t('dataset.common.columnMode')"><MfSelect v-model="draft.mode" :options="modeOptions"/></MfFormItem>
+        <MfFormItem v-if="!draft.virtualColumn" name="defaultValue" :label="t('dataset.common.columnDefaultValue')"><MfInput :model-value="draft.defaultValue ?? ''" @update:model-value="draft.defaultValue = $event" :disabled="draft.virtualColumn"/></MfFormItem>
+        <MfFormItem v-if="!draft.virtualColumn" name="length" :label="t('dataset.common.columnLength')"><MfInputNumber v-model="draft.length" :min="0" :disabled="draft.virtualColumn || ['BOOLEAN', 'DATETIME'].includes(draft.type)"/></MfFormItem>
+      </div>
+      <div v-if="draft.virtualColumn" class="space-y-3 rounded-mf-lg border border-line p-4">
+        <div><h3 class="text-sm font-semibold">{{ t('dataset.editor.virtualExpression') }}</h3><p class="mt-1 text-xs text-content-secondary">{{ t('dataset.editor.virtualEngine', [engine || '…']) }}</p></div>
+        <div class="grid gap-3 sm:grid-cols-2">
+          <MfFormItem name="referenceField" :label="t('dataset.editor.insertField')"><MfSelect v-model="selectedField" searchable :placeholder="t('dataset.editor.insertField')" :options="physicalFields.map(column => ({label: `${column.aliasName || column.name} (${column.name})`, value: column.name}))" @change="appendField(String($event))"/></MfFormItem>
+          <MfFormItem name="referenceFunction" :label="t('dataset.editor.insertFunction')"><MfSelect v-model="selectedFunction" searchable :placeholder="t('dataset.editor.insertFunction')" :options="functions.map(item => ({label: item.name, value: item.name}))" :loading="catalogLoading" :empty-text="t('dataset.editor.noFunctions')" @change="appendFunction(String($event))"/></MfFormItem>
+        </div>
+        <MfAlert v-if="catalogError" variant="danger" :title="catalogError"><MfButton size="sm" :loading="catalogLoading" @click="loadFunctions">{{ t('common.refresh') }}</MfButton></MfAlert>
+        <MfFormItem name="formula" :label="t('dataset.editor.expressionLabel')" :rules="[{required: true, message: t('dataset.editor.virtualExpressionRequired')}]"><MfTextarea ref="expressionInput" :model-value="draft.formula || ''" @update:model-value="draft.formula = $event" :rows="4" :maxlength="4000" class="font-mono text-xs" :placeholder="t('dataset.editor.expressionPlaceholder')"/></MfFormItem>
+        <p class="text-xs text-content-secondary">{{ t('dataset.editor.expressionHint') }}</p>
+      </div>
+      <MfFormItem name="comment" :label="t('dataset.common.columnComment')"><MfTextarea v-model="draft.comment" :rows="3"/></MfFormItem>
+      <h3 v-if="!draft.virtualColumn" class="text-sm font-semibold">{{ t('dataset.editor.storageProperties') }}</h3>
+      <div v-if="!draft.virtualColumn" class="rounded-mf-md border border-line p-4 space-y-4">
+        <div class="flex items-center justify-between gap-3"><span>{{ t('dataset.common.columnIsNullable') }}</span><MfSwitch v-model="draft.nullable" :disabled="draft.virtualColumn" :aria-label="t('dataset.common.columnIsNullable')"/></div>
+        <div v-for="field in keyFields" :key="field" class="flex items-center justify-between gap-3"><span>{{ t(`dataset.common.${keyLabels[field]}`) }}</span><MfSwitch v-model="draft[field]" :disabled="draft.virtualColumn" :aria-label="t(`dataset.common.${keyLabels[field]}`)"/></div>
+      </div>
+      <p v-if="draft.virtualColumn" class="text-xs text-content-secondary">{{ t('dataset.editor.virtualHint') }}</p>
+    </MfForm>
+    <template #footer><MfButton @click="opened = false">{{ t('common.cancel') }}</MfButton><MfButton variant="primary" type="submit" form="dataset-column-form" :loading="validating">{{ t('common.save') }}</MfButton></template>
+  </MfDrawer>
+</template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetCreateMode.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetCreateMode.vue
new file mode 100644
index 0000000000..a64e571c49
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetCreateMode.vue
@@ -0,0 +1,30 @@
+<script setup lang="ts">
+import { computed, ref, watch } from 'vue'
+import { useI18n } from 'vue-i18n'
+import { CircleCheck, Code2, Plus, Table2 } from '@lucide/vue'
+import type { DatasetCreationEntry } from '@/model/dataset-editor'
+const props = defineProps<{ open: boolean, result: DatasetCreationEntry | null, sql: DatasetCreationEntry | null }>()
+const emit = defineEmits<{ close: [], create: [entry: DatasetCreationEntry] }>()
+const { t } = useI18n()
+const selected = ref<'result' | 'sql' | 'manual'>('result')
+watch(() => props.open, value => { if (value) selected.value = props.result ? 'result' : props.sql ? 'sql' : 'manual' }, { immediate: true })
+const choices = computed(() => [
+  { key:'result' as const, title:t('dataset.prototype.resultCreation'), hint:t('dataset.prototype.resultCreationHint'), icon:Table2, enabled:!!props.result },
+  { key:'sql' as const, title:t('dataset.prototype.sqlCreation'), hint:t('dataset.prototype.sqlCreationHint'), icon:Code2, enabled:!!props.sql },
+  { key:'manual' as const, title:t('dataset.prototype.manualCreation'), hint:t('dataset.prototype.manualModeHint'), icon:Plus, enabled:true }
+])
+function create() {
+  const entry = selected.value === 'result' ? props.result : selected.value === 'sql' ? props.sql : { origin:'manual' as const }
+  if (entry) emit('create', entry)
+}
+</script>
+<template>
+  <MfModal :open="open" :title="t('dataset.prototype.chooseCreation')" :subtitle="t('dataset.prototype.chooseCreationHint')" width="660px" trap-focus @close="emit('close')">
+    <div class="space-y-3 py-2">
+      <button v-for="choice in choices" :key="choice.key" type="button" class="flex w-full items-start gap-3 rounded-mf-lg border p-4 text-left disabled:cursor-not-allowed disabled:opacity-40" :class="selected === choice.key ? 'border-primary/40 bg-primary/5' : 'border-line hover:bg-surface-hover'" :disabled="!choice.enabled" :aria-pressed="selected === choice.key" @click="selected = choice.key">
+        <span class="flex size-10 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-primary"><component :is="choice.icon" :size="20"/></span><span class="min-w-0 flex-1"><span class="block text-sm font-semibold">{{ choice.title }}</span><span class="mt-1 block text-xs leading-5 text-content-tertiary">{{ choice.hint }}</span><MfTag v-if="choice.key === 'result' && result" variant="primary" size="sm" class="mt-2">{{ t('dataset.prototype.resultSize', [result.rowCount || 0, result.headers?.length || 0]) }}</MfTag></span><CircleCheck v-if="selected === choice.key" :size="18" class="shrink-0 text-primary"/>
+      </button>
+    </div>
+    <template #footer><div class="flex w-full flex-wrap items-center justify-between gap-3"><p class="max-w-sm text-xs text-content-tertiary">{{ t('dataset.prototype.creationCarry') }}</p><div class="ml-auto flex gap-2"><MfButton @click="emit('close')">{{ t('common.cancel') }}</MfButton><MfButton variant="primary" @click="create">{{ t('dataset.prototype.continueCreation') }}<span aria-hidden="true">→</span></MfButton></div></div></template>
+  </MfModal>
+</template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetExistingMapping.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetExistingMapping.vue
new file mode 100644
index 0000000000..8178b469f0
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetExistingMapping.vue
@@ -0,0 +1,97 @@
+<script setup lang="ts">
+import { computed, onBeforeUnmount, onMounted, ref } from 'vue'
+import { ArrowRight, Database, RefreshCw } from '@lucide/vue'
+import { useI18n } from 'vue-i18n'
+import DatasetService from '@/services/dataset'
+import { FilterModel } from '@/model/filter'
+import type { DatasetColumn, DatasetCreationEntry } from '@/model/dataset-editor'
+const props = defineProps<{ entry: DatasetCreationEntry }>()
+const emit = defineEmits<{ close: [], submitted: [result: {code:string,name:string}] }>()
+const { t } = useI18n()
+const filter = new FilterModel()
+const targets = ref<any[]>([])
+const targetCode = ref('')
+const target = ref<any>(null)
+const columns = ref<DatasetColumn[]>([])
+const mapping = ref<Record<string,string>>({})
+const loading = ref(false)
+const saving = ref(false)
+const error = ref('')
+const page = ref(1)
+const totalPages = ref(1)
+let request = 0
+let active = true
+const physical = computed(()=>columns.value.filter(column=>!column.virtualColumn))
+const sourceRows = computed(()=>(props.entry.headers || []).map(name=>({name,target:mapping.value[name] || ''})))
+const selectedTargets = computed(()=>new Set(Object.values(mapping.value).filter(Boolean)))
+const complete = computed(()=>!!target.value && physical.value.length > 0 && physical.value.every(column=>selectedTargets.value.has(column.name)))
+const headers = computed(()=>[{title:t('dataset.prototype.sourceField'),key:'name',dataIndex:'name'},{title:'',key:'arrow',dataIndex:'arrow'},{title:t('dataset.prototype.targetField'),key:'target',dataIndex:'target'},{title:t('common.state'),key:'state',dataIndex:'state'}])
+async function loadTargets(more = false) {
+  if (loading.value) return
+  loading.value=true;error.value=''
+  try {
+    filter.page=more?page.value+1:1
+    const response=await DatasetService.getAll({...filter})
+    if (!active) return
+    if (!response.status) throw new Error(response.message)
+    targets.value=more?[...targets.value,...response.data.content]:response.data.content
+    page.value=response.data.page;totalPages.value=response.data.totalPage
+  } catch(cause) {if(active)error.value=cause instanceof Error?cause.message:t('dataset.editor.requestFailed')}
+  finally {if(active)loading.value=false}
+}
+async function chooseTarget() {
+  const current=++request
+  target.value=null;columns.value=[];mapping.value={};error.value=''
+  if (!targetCode.value) return
+  loading.value=true
+  try {
+    const [info,fields]=await Promise.all([DatasetService.getByCode(targetCode.value),DatasetService.getColumnsByCode(targetCode.value)])
+    if(!active || current!==request)return
+    if(!info.status || !fields.status)throw new Error(info.message || fields.message)
+    target.value=info.data;columns.value=fields.data
+    const used=new Set<string>()
+    for(const source of props.entry.headers || []) {
+      const match=physical.value.find(column=>!used.has(column.name) && [column.original,column.name,column.aliasName].some(name=>name?.toLowerCase()===source.toLowerCase()))
+      if(match){mapping.value[source]=match.name;used.add(match.name)}
+    }
+  }catch(cause){if(active && current===request)error.value=cause instanceof Error?cause.message:t('dataset.editor.requestFailed')}
+  finally {if(active && current===request)loading.value=false}
+}
+function setMapping(source:string,value:string) {
+  if(value && Object.entries(mapping.value).some(([key,target])=>key!==source && target===value)){error.value=t('dataset.prototype.uniqueMapping');return}
+  error.value='';mapping.value={...mapping.value,[source]:value}
+}
+async function submit() {
+  if(saving.value || loading.value)return
+  if(!complete.value){error.value=t('dataset.prototype.mappingRequired');return}
+  saving.value=true;error.value=''
+  try {
+    const updated=columns.value.map((column,position)=>({...column,position,original:column.virtualColumn?column.original:Object.entries(mapping.value).find(([,target])=>target===column.name)![0]}))
+    const payload={...target.value,query:props.entry.query,source:{code:props.entry.sourceCode},columns:updated}
+    const response=await DatasetService.saveOrUpdate(payload)
+    if(!active)return
+    if(!response.status)throw new Error(response.message)
+    emit('submitted',{code:targetCode.value,name:target.value.name})
+  }catch(cause){if(active)error.value=cause instanceof Error?cause.message:t('dataset.editor.requestFailed')}
+  finally {if(active)saving.value=false}
+}
+onMounted(()=>loadTargets())
+onBeforeUnmount(()=>{active=false;request++})
+</script>
+<template>
+  <MfModal :open="true" :title="t('dataset.prototype.applyExisting')" :subtitle="t('dataset.prototype.mappingHint')" width="1180px" panel-class="md:w-[80vw]!" height="min(850px, calc(100dvh - 96px))" body-class="px-6 py-6" :close-on-overlay="false" :close-on-esc="!saving" :close-disabled="saving" trap-focus @close="!saving && emit('close')">
+    <template #after-header><ol class="flex shrink-0 flex-wrap items-center justify-center gap-3 border-b border-line px-5 py-5 text-xs sm:gap-7"><li v-for="(label,index) in [t('dataset.editor.basic'),t('dataset.editor.source'),t('dataset.editor.columns'),t('dataset.editor.preview')]" :key="label" class="flex items-center gap-2" :class="index<=2?'font-semibold text-primary':'text-content-tertiary'"><span class="flex size-6 items-center justify-center rounded-mf-full border" :class="index===2?'border-primary bg-primary text-on-primary':index<2?'border-primary/20 bg-primary/10':'border-line'">{{ index<2?'✓':index+1 }}</span>{{ label }}</li></ol></template>
+    <MfAlert v-if="error" variant="danger" :title="error" class="mb-4"/>
+    <div class="mb-5 flex flex-wrap items-center justify-between gap-3"><h2 class="text-base font-semibold">{{ t('dataset.prototype.applyExisting') }}</h2><MfTag variant="primary">{{ t('dataset.prototype.resultSize',[entry.rowCount || 0,entry.headers?.length || 0]) }}</MfTag></div>
+    <div class="grid items-start gap-6 lg:grid-cols-[minmax(260px,0.8fr)_minmax(0,1.2fr)]">
+      <div class="space-y-5">
+        <MfFormItem name="targetDataset" :label="t('dataset.prototype.targetDataset')"><MfSelect v-model="targetCode" searchable :options="targets.map(item=>({label:item.name,value:item.code}))" :loading="loading" :disabled="saving" @change="chooseTarget"/></MfFormItem>
+        <MfButton v-if="page < totalPages" size="sm" :loading="loading" @click="loadTargets(true)">{{ t('dataset.prototype.loadMore') }}</MfButton>
+        <section v-if="target" class="space-y-3 rounded-mf-lg border border-line bg-surface-hover/40 p-5"><p class="text-xs text-content-tertiary">{{ t('dataset.prototype.targetDataset') }}</p><h3 class="flex items-center gap-2 text-sm font-semibold"><Database :size="20" class="text-primary"/>{{ target.name }}</h3><p class="text-xs text-content-tertiary">{{ target.source?.name }} · {{ physical.length }} {{ t('dataset.prototype.fieldUnit') }}</p></section>
+        <section class="rounded-mf-lg border border-primary/30 bg-primary/5 p-4"><h3 class="flex items-center gap-2 text-sm font-semibold text-primary"><RefreshCw :size="16"/>{{ t('dataset.prototype.replaceDefinition') }}</h3><p class="mt-2 text-xs leading-6 text-content-secondary">{{ t('dataset.prototype.replaceDefinitionHint') }}</p></section>
+      </div>
+      <div class="min-w-0 space-y-3"><div class="flex items-center justify-between"><h3 class="text-sm font-semibold">{{ t('dataset.prototype.fieldMapping') }}</h3><MfTag v-if="target" :variant="complete?'primary':'default'" size="sm">{{ selectedTargets.size }} / {{ physical.length }}</MfTag></div><MfEmpty v-if="!target" variant="initial" :title="t('dataset.prototype.chooseTarget')"/><MfTable v-else :columns="headers" :data-source="sourceRows" row-key="name" :bordered="false"><template #cell-arrow><ArrowRight :size="14" class="text-content-tertiary"/></template><template #cell-target="{record}"><MfSelect :model-value="mapping[record.name] || ''" clearable size="sm" :disabled="saving" :options="physical.map(column=>({label:column.aliasName || column.name,value:column.name}))" @update:model-value="setMapping(record.name,String($event))"/></template><template #cell-state="{record}"><MfTag size="sm" :variant="mapping[record.name]?'primary':'default'">{{ t(mapping[record.name]?'dataset.prototype.mapped':'dataset.prototype.ignored') }}</MfTag></template></MfTable></div>
+    </div>
+    <template #footer><div class="flex w-full flex-wrap items-center justify-between gap-3"><p class="max-w-xl text-xs leading-5 text-content-tertiary">{{ t('dataset.prototype.mappingFooter') }}</p><div class="ml-auto flex gap-2"><MfButton :disabled="saving" @click="emit('close')">{{ t('common.cancel') }}</MfButton><MfButton variant="primary" :disabled="!complete || loading" :loading="saving" @click="submit">{{ t('dataset.prototype.confirmReplacement') }}</MfButton></div></div></template>
+  </MfModal>
+</template>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetWizardShell.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetWizardShell.vue
new file mode 100644
index 0000000000..23c17a1eb0
--- /dev/null
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetWizardShell.vue
@@ -0,0 +1,38 @@
+<script setup lang="ts">
+import { nextTick, ref, watch } from 'vue'
+import { Check, Info } from '@lucide/vue'
+import { useI18n } from 'vue-i18n'
+const props = defineProps<{ error?: string, title: string, step: number, steps: string[], busy: boolean, origin: string, saving?: boolean, validating?: boolean }>()
+const emit = defineEmits<{ close: [], previous: [], next: [], save: [], back: [step: number] }>()
+const { t } = useI18n()
+const modal = ref<{scrollToTop:()=>void} | null>(null)
+watch(()=>[props.step,props.error],()=>nextTick(()=>modal.value?.scrollToTop()))
+</script>
+<template>
+  <MfModal ref="modal" :open="true" :title="title" :subtitle="t('dataset.prototype.stepDescription', [step + 1, steps[step]])" width="1180px" panel-class="md:w-[80vw]!" height="min(900px, calc(100dvh - 96px))" body-class="px-6 py-6" overlay-class="backdrop-blur-[2px]" :close-on-overlay="false" :close-on-esc="!saving" :close-disabled="saving" trap-focus @close="emit('close')">
+    <template #after-header>
+      <ol class="flex shrink-0 items-center justify-center border-b border-line px-4 py-5 sm:px-10 sm:py-6" :aria-label="t('dataset.editor.steps')">
+        <template v-for="(label, index) in steps" :key="label">
+          <li class="min-w-0">
+            <button type="button" class="flex flex-col items-center gap-1.5 whitespace-nowrap text-xs sm:flex-row sm:gap-2.5 sm:text-sm" :class="index <= step ? 'font-semibold text-primary' : 'text-content-tertiary'" :disabled="index > step || busy" :aria-current="index === step ? 'step' : undefined" @click="emit('back', index)">
+              <span class="flex size-7 shrink-0 items-center justify-center rounded-mf-full border" :class="index === step ? 'border-primary bg-primary text-on-primary' : index < step ? 'border-primary/20 bg-primary/10 text-primary' : 'border-line bg-surface text-content-tertiary'"><Check v-if="index < step" :size="14"/><span v-else>{{ index + 1 }}</span></span>{{ label }}
+            </button>
+          </li>
+          <li v-if="index < steps.length - 1" aria-hidden="true" class="mx-2 h-px min-w-2 flex-1 bg-line sm:mx-5 sm:max-w-16"/>
+        </template>
+      </ol>
+    </template>
+    <slot/>
+    <template #footer>
+      <div class="flex w-full flex-wrap items-center justify-between gap-3">
+        <span class="flex items-center gap-2 text-xs text-content-tertiary"><Info :size="14"/>{{ origin }}</span>
+        <div class="ml-auto flex items-center gap-2">
+          <MfButton variant="ghost" :disabled="saving" @click="emit('close')">{{ t('common.cancel') }}</MfButton>
+          <MfButton v-if="step > 0" :disabled="busy" @click="emit('previous')">{{ t('dataset.editor.previous') }}</MfButton>
+          <MfButton v-if="step < 3" variant="primary" :loading="validating" :disabled="busy" @click="emit('next')">{{ t('dataset.editor.next') }}<span aria-hidden="true">→</span></MfButton>
+          <MfButton v-else variant="primary" :loading="saving" :disabled="busy" @click="emit('save')"><Check :size="15"/>{{ t('common.save') }}</MfButton>
+        </div>
+      </div>
+    </template>
+  </MfModal>
+</template>
diff --git a/core/metaforge-web/tests/dataset-editor.test.mjs b/core/metaforge-web/tests/dataset-editor.test.mjs
new file mode 100644
index 0000000000..bb96af21d4
--- /dev/null
+++ b/core/metaforge-web/tests/dataset-editor.test.mjs
@@ -0,0 +1,65 @@
+import assert from 'node:assert/strict'
+import { readFile } from 'node:fs/promises'
+import test from 'node:test'
+import ts from 'typescript'
+const source = await readFile(new URL('../src/model/dataset-editor.ts', import.meta.url), 'utf8')
+const code = ts.transpileModule(source, { compilerOptions: { module: ts.ModuleKind.ESNext, target: ts.ScriptTarget.ES2020 } }).outputText
+const { reconcileDatasetColumns: reconcile, datasetColumnIssue: issue, parseDatasetQueryDraft: parse } = await import(`data:text/javascript;base64,${Buffer.from(code).toString('base64')}`)
+
+test('refresh preserves persisted column identities, aliases and keys, adds fields and retains virtual columns', () => {
+  const [first, removed] = reconcile(['id', 'old'], [])
+  Object.assign(first, { id: 42, name: 'record_id', aliasName: 'ID', mode: 'METRIC', type: 'NUMBER', orderByKey: true })
+  const virtual = { ...removed, name: 'custom', aliasName: 'custom', customColumn: true, virtualColumn: true }
+  const columns = reconcile(['id', 'new'], [first, removed, virtual])
+  assert.equal(columns[0].id, 42)
+  assert.equal(columns[0].name, 'record_id')
+  assert.equal(columns[0].aliasName, 'ID')
+  assert.equal(columns[0].orderByKey, true)
+  assert.equal(columns[0].mode, 'METRIC')
+  assert.equal(columns[2].original, 'new')
+  assert.equal(columns[2].id, null)
+  assert.equal(columns[1].virtualColumn, true)
+  assert.deepEqual(columns.map(column => column.position), [0, 1, 2])
+})
+test('new internal names cannot collide with existing or custom columns', () => {
+  const [first] = reconcile(['id'], [])
+  const custom = { ...first, name: 'column_2', customColumn: true, virtualColumn: true }
+  const columns = reconcile(['id', 'another'], [first, custom])
+  assert.equal(new Set(columns.map(column => column.name)).size, 3)
+})
+test('validation requires real columns, names, aliases and a physical storage key', () => {
+  assert.equal(issue([]), 'dataset.editor.noColumns')
+  const [column] = reconcile(['id'], [])
+  assert.equal(issue([column]), 'dataset.validator.specifiedColumn')
+  column.primaryKey = true
+  assert.equal(issue([column]), null)
+  assert.equal(issue([{ ...column, name: ' ' }]), 'dataset.editor.columnRequired')
+  assert.equal(issue([{ ...column, aliasName: '' }]), 'dataset.editor.columnRequired')
+  assert.equal(issue([{ ...column, virtualColumn: true }]), 'dataset.validator.specifiedColumn')
+})
+test('duplicate field names and aliases, and sampling keys outside order keys block save', () => {
+  const [first, second] = reconcile(['id', 'name'], [])
+  first.orderByKey = true
+  assert.equal(issue([first, { ...second, name: first.name }]), 'dataset.editor.duplicateName')
+  assert.equal(issue([first, { ...second, aliasName: first.aliasName }]), 'dataset.editor.duplicateAlias')
+  second.samplingKey = true
+  assert.equal(issue([first, second]), 'dataset.tip.validatorSampling')
+  second.orderByKey = true
+  assert.equal(issue([first, second]), null)
+})
+test('drafts accept only the expected version, source and field metadata', () => {
+  const draft = { version: 1, sourceCode: 'source-1', query: 'select id from records', headers: ['id'] }
+  assert.deepEqual(parse(JSON.stringify(draft), 'source-1'), draft)
+  for (const value of [null, 'bad json', JSON.stringify({ ...draft, version: 2 }), JSON.stringify({ ...draft, headers: [1] })]) assert.equal(parse(value, 'source-1'), null)
+  assert.equal(parse(JSON.stringify(draft), 'source-2'), null)
+})
+
+
+test('repreview preserves configured column order while appending newly discovered fields', () => {
+  const [first, second] = reconcile(['id', 'name'], [])
+  const custom = { ...first, name: 'custom', aliasName: 'custom', customColumn: true, virtualColumn: true }
+  const columns = reconcile(['id', 'name', 'new'], [second, custom, first])
+  assert.deepEqual(columns.map(column => column.name).slice(0, 3), [second.name, 'custom', first.name])
+  assert.equal(columns[3].original, 'new')
+  assert.deepEqual(columns.map(column => column.position), [0, 1, 2, 3])
+})
diff --git a/core/metaforge-web/tests/dataset-wizard.test.mjs b/core/metaforge-web/tests/dataset-wizard.test.mjs
new file mode 100644
index 0000000000..a15047b911
--- /dev/null
+++ b/core/metaforge-web/tests/dataset-wizard.test.mjs
@@ -0,0 +1,442 @@
+import assert from 'node:assert/strict'
+import { readFile } from 'node:fs/promises'
+import test from 'node:test'
+import { h, nextTick, ref } from 'vue'
+import { createI18n } from 'vue-i18n'
+import { compileScript, parse } from 'vue/compiler-sfc'
+import ts from 'typescript'
+import { component } from '../../metaforge-ui/tests/component.mjs'
+import { click, InteractionEvent, mountHost } from '../../metaforge-ui/tests/interaction-host.mjs'
+const dataModule = source => `data:text/javascript;base64,${Buffer.from(source).toString('base64')}`
+const compile = source => ts.transpileModule(source, { compilerOptions: { target: ts.ScriptTarget.ES2020, module: ts.ModuleKind.ESNext } }).outputText
+const apiUrl = dataModule(`export const state={params:{},query:{},pushes:[],saves:[],calls:[],guard:null,handle:async()=>({status:true})};export const request=(name,...args)=>{state.calls.push({name,args});return state.handle(name,...args)};`)
+const routerUrl = dataModule(`import {state} from ${JSON.stringify(apiUrl)};export const useRoute=()=>({params:state.params,query:state.query});export const useRouter=()=>({push:async path=>state.pushes.push(path)});export const onBeforeRouteLeave=guard=>{state.guard=guard};`)
+const utilityUrl = dataModule(compile(await readFile(new URL('../src/model/dataset-editor.ts', import.meta.url), 'utf8')))
+const serviceUrl = name => dataModule(`import {state,request} from ${JSON.stringify(apiUrl)};export default new Proxy({}, {get:(_,method)=>(...args)=>{if(method==='saveOrUpdate')state.saves.push(args[0]);return request(${JSON.stringify(name)}+'.'+method,...args)}});`)
+const stubUrl = dataModule(`import {h} from ${JSON.stringify(import.meta.resolve('vue'))};export const Ace={props:['value'],emits:['update:value'],setup(p,{emit}){return()=>h('textarea',{'aria-label':'SQL',value:p.value,onInput:e=>emit('update:value',e.target.value)})}};export const Picker={emits:['change','update:modelValue'],setup(_,{emit}){return()=>h('div',['A','B'].map(code=>h('button',{onClick:()=>{emit('update:modelValue','1:MySQL:'+code);emit('change','1:MySQL:'+code)}},'Source '+code)))}};export const Columns={props:['modelValue'],emits:['update:modelValue'],setup(p,{emit}){return()=>h('button',{onClick:()=>emit('update:modelValue',p.modelValue.map((column,index)=>({...column,orderByKey:index===0})))},'Set order key')}};export const MfMessage={success(){}};`)
+async function localSfc(relative, mapping={}) {
+ const filename=new URL(relative,import.meta.url)
+ const {descriptor}=parse(await readFile(filename,'utf8'),{filename:filename.pathname})
+ let source=compile(compileScript(descriptor,{id:relative,inlineTemplate:true}).content)
+ source=source.replace(/from (['"])([^'"]+)\1/g,(_match,_quote,name)=>`from ${JSON.stringify(mapping[name] || import.meta.resolve(name))}`)
+ return dataModule(source)
+}
+const shellUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetWizardShell.vue')
+const previewUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetSourcePreview.vue')
+if(!globalThis.requestAnimationFrame)globalThis.requestAnimationFrame=callback=>{queueMicrotask(()=>callback(0));return 0}
+const filename = new URL('../src/views/pages/admin/dataset/DatasetWizard.vue', import.meta.url)
+const { descriptor } = parse(await readFile(filename, 'utf8'), { filename: filename.pathname })
+let source = compile(compileScript(descriptor, { id: 'dataset-wizard-test', inlineTemplate: true }).content)
+const imports = { 'vue-router': routerUrl, 'metaforge-ui': stubUrl, '@/model/dataset-editor': utilityUrl,
+  '@/views/components/editor/AceEditor.vue': dataModule(`export {Ace as default} from ${JSON.stringify(stubUrl)}`),
+  '@/views/pages/admin/query/QuerySourcePicker.vue': dataModule(`export {Picker as default} from ${JSON.stringify(stubUrl)}`),
+  './components/DatasetWizardShell.vue': shellUrl, './components/DatasetSourcePreview.vue':previewUrl,
+  './components/DatasetColumns.vue': dataModule(`export {Columns as default} from ${JSON.stringify(stubUrl)}`),
+  ...Object.fromEntries(['dataset','source','metadata','plugin','execute'].map(name=>['@/services/'+name,serviceUrl(name)])) }
+source = source.replace(/from (['"])([^'"]+)\1/g, (_match,_quote,name)=>`from ${JSON.stringify(imports[name] || import.meta.resolve(name))}`)
+const { default: Wizard } = await import(dataModule(source))
+const { state } = await import(apiUrl)
+const components = Object.fromEntries(await Promise.all(['MfCheckbox','MfForm','MfFormItem','MfInput','MfTextarea','MfSelect','MfInputNumber','MfButton','MfCard','MfSpinner','MfAlert','MfTable','MfTag','MfModal','MfEmpty'].map(async name=>[name,await component(name)])))
+const settle = () => new Promise(resolve=>setImmediate(resolve))
+const success = data => ({status:true,data})
+const field = { id:42, name:'record_id',aliasName:'ID',original:'id',comment:'',defaultValue:null,type:'NUMBER',mode:'DIMENSION',position:0,nullable:false,length:0,orderByKey:true,partitionKey:false,primaryKey:false,samplingKey:false,virtualColumn:false,customColumn:false }
+function handler(name,...args) {
+  if (name==='plugin.getPlugins') return success([{type:'EXECUTOR',name:'Local'},{type:'SCHEDULER',name:'Default'}])
+  if (name==='source.getByCode') return success({id:1,code:args[0],name:'Source '+args[0],type:'MySQL'})
+  if (name==='metadata.getDatabaseBySource') return success({isSuccessful:true,columns:[{object_name:'analytics'}]})
+  if (name==='metadata.getTablesByDatabase') return success({isSuccessful:true,columns:[{object_name:'orders'}]})
+  if (name==='metadata.queryTable') return success({isSuccessful:true,content:'SELECT * FROM orders'})
+  if (name==='execute.execute') return success({isSuccessful:true,headers:['id'],columns:[]})
+  if (name==='dataset.getByCode') return success({id:7,code:'DATASET',name:'Saved dataset',query:'select id from orders',source:{id:1,code:'A',name:'Source A',type:'MySQL'},executor:'Local',syncMode:'MANUAL'})
+  if (name==='dataset.getColumnsByCode') return success([{...field}])
+  return success({})
+}
+function mount(params={},query={},storage={},handleOverride=null,componentProps={}) {
+  const previousSession = globalThis.sessionStorage
+  const previousLocal = globalThis.localStorage
+  const values = new Map(Object.entries(storage))
+  globalThis.sessionStorage = {getItem:key=>values.get(key)||null,removeItem:key=>values.delete(key)}
+  globalThis.localStorage = {getItem:()=>null,removeItem(){}}
+  Object.assign(state,{params,query,pushes:[],saves:[],calls:[],guard:null,handle:handleOverride || (async(...args)=>handler(...args))})
+  const host = mountHost(h(Wizard,componentProps),undefined,app=>{
+    app.use(createI18n({legacy:false,locale:'en',missingWarn:false,fallbackWarn:false,messages:{en:{}}}))
+    for (const [name,value] of Object.entries(components)) app.component(name,value)
+  })
+  return {...host,container:host.document.body,values,unmount(){host.unmount();globalThis.sessionStorage=previousSession;globalThis.localStorage=previousLocal}}
+}
+const button=(host,text)=>host.find(node=>node.tag==='button'&&node.textContent.trim().startsWith(text))
+async function press(host,text) { const node=button(host,text); assert.ok(node,'Missing button '+text);assert.ok(!node.disabled);await click(host.document,node);await settle() }
+async function input(host,node,value) {node.value=value;node.props.onInput(new InteractionEvent('input',[node]));await nextTick()}
+async function fromQuery() {
+  const host=mount({sourceCode:'A'},{tempId:'draft'},{DatasetQuery_draft:JSON.stringify({version:1,sourceCode:'A',query:'select id from orders',headers:['id']})})
+  await settle()
+  await input(host,host.find(node=>node.tag==='input'),'New dataset')
+  await press(host,'dataset.editor.next')
+  return host
+}
+test('query entry inherits source, executed SQL and fields; a zero-row result can be saved',async()=>{
+  const host=await fromQuery()
+  try {
+    assert.equal(host.values.size,0)
+    assert.equal(host.find(node=>node.tag==='textarea').value,'select id from orders')
+    await press(host,'dataset.editor.next')
+    assert.equal(state.calls.filter(call=>call.name==='execute.execute').length,1)
+    await press(host,'Set order key')
+    await press(host,'dataset.editor.next')
+    assert.ok(host.container.textContent.includes('dataset.editor.emptyPreview'))
+    await press(host,'common.save')
+    assert.equal(state.saves[0].source.code,'A')
+    assert.equal(state.saves[0].code,undefined)
+    assert.equal(state.saves[0].query,'select id from orders')
+    assert.equal(state.saves[0].columns[0].original,'id')
+    assert.deepEqual(state.pushes,['/dataset'])
+  } finally {host.unmount()}
+})
+test('failed preview preserves input and blocks progression; retry succeeds',async()=>{
+  const host=await fromQuery()
+  try {
+    state.handle=async(name,...args)=>name==='execute.execute'?{status:false,message:'Query denied'}:handler(name,...args)
+    await press(host,'dataset.editor.next')
+    assert.ok(host.container.textContent.includes('Query denied'))
+    assert.equal(host.find(node=>node.tag==='textarea').value,'select id from orders')
+    assert.equal(state.saves.length,0)
+    state.handle=async(...args)=>handler(...args)
+    await press(host,'dataset.editor.next')
+    assert.ok(button(host,'Set order key'))
+  } finally {host.unmount()}
+})
+test('editing preserves dataset and column identities; failed saves preserve form and can retry',async()=>{
+  const host=mount({code:'DATASET'})
+  try {
+    await settle()
+    await press(host,'dataset.editor.next')
+    await press(host,'dataset.editor.next')
+    await press(host,'dataset.editor.next')
+    state.handle=async(name,...args)=>name==='dataset.saveOrUpdate'?{status:false,message:'Save denied'}:handler(name,...args)
+    await press(host,'common.save')
+    assert.ok(host.container.textContent.includes('Save denied'))
+    assert.equal(state.pushes.length,0)
+    assert.equal(state.saves[0].columns[0].id,42)
+    assert.equal(state.saves[0].columns[0].name,'record_id')
+    assert.equal(state.saves[0].id,7)
+    assert.equal(state.saves[0].code,'DATASET')
+    state.handle=async(...args)=>handler(...args)
+    await press(host,'common.save')
+    assert.equal(state.saves.length,2)
+    assert.deepEqual(state.pushes,['/dataset/detail/DATASET?submitted=1'])
+  } finally {host.unmount()}
+})
+test('source changes invalidate in-flight previews, so stale responses cannot advance the wizard',async()=>{
+  const host=await fromQuery()
+  try {
+    let resolve
+    state.handle=(name,...args)=>name==='execute.execute'?new Promise(done=>{resolve=done}):Promise.resolve(handler(name,...args))
+    await press(host,'dataset.editor.next')
+    await press(host,'Source B')
+    resolve(success({isSuccessful:true,headers:['stale'],columns:[]}))
+    await settle()
+    assert.ok(!button(host,'Set order key'))
+    assert.equal(state.saves.length,0)
+    state.handle=async(...args)=>handler(...args)
+    await press(host,'dataset.editor.next')
+    assert.equal(state.calls.filter(call=>call.name==='execute.execute').at(-1).args[0].name,'B')
+    assert.ok(button(host,'Set order key'))
+  } finally {host.unmount()}
+})
+test('unsaved navigation can be canceled or confirmed without losing entered values',async()=>{
+  const host=mount()
+  try {
+    await settle()
+    await input(host,host.find(node=>node.tag==='input'),'Keep me')
+    const canceled=state.guard();await nextTick()
+    await click(host.document,host.all(node=>node.tag==='button'&&node.textContent.trim()==='common.cancel').at(-1));await settle()
+    assert.equal(await canceled,false)
+    assert.equal(host.find(node=>node.tag==='input').value,'Keep me')
+    const confirmed=state.guard();await nextTick()
+    await press(host,'dataset.editor.discard')
+    assert.equal(await confirmed,true)
+  } finally {host.unmount()}
+})
+
+const columnsFile = new URL('../src/views/pages/admin/dataset/components/DatasetColumns.vue', import.meta.url)
+const columnsDescriptor = parse(await readFile(columnsFile, 'utf8'), { filename: columnsFile.pathname }).descriptor
+let columnSource = compile(compileScript(columnsDescriptor, { id: 'dataset-columns-test', inlineTemplate: true }).content)
+columnSource = columnSource.replace(/from (['"])([^'"]+)\1/g, (_match,_quote,name)=>`from ${JSON.stringify(imports[name] || import.meta.resolve(name))}`)
+const {default: Columns} = await import(dataModule(columnSource))
+const extraComponents = Object.fromEntries(await Promise.all(['MfDrawer','MfSwitch','MfTooltip'].map(async name=>[name,await component(name)])))
+function mountColumns() {
+  state.handle=async(name,...args)=>name==='dataset.getColumnFunctions'?success({engine:'ClickHouse',functions:[{name:'round'}]}):handler(name,...args)
+  state.calls=[]
+  const model=ref([{...field},{...field,id:43,name:'second',aliasName:'Second',original:'second',position:1}])
+  const host=mountHost(()=>h(Columns,{modelValue:model.value,'onUpdate:modelValue':value=>{model.value=value}}),undefined,app=>{
+    app.use(createI18n({legacy:false,locale:'en',missingWarn:false,fallbackWarn:false,messages:{en:{}}}))
+    for(const [name,value] of Object.entries({...components,...extraComponents}))app.component(name,value)
+  })
+  return {...host,model}
+}
+const inDialog=node=>{for(let parent=node.parent;parent;parent=parent.parent)if(parent.props.role==='dialog')return true;return false}
+async function editFirst(host) { await click(host.document,host.find(node=>node.tag==='button'&&node.props['aria-label']==='dataset.editor.editColumn'));await settle() }
+async function submitColumn(host) { const form=host.find(node=>node.tag==='form');await form.props.onSubmit(new InteractionEvent('submit',[form]));await settle() }
+
+test('column drawer uses a draft: cancel leaves the persisted column untouched',async()=>{
+ const host=mountColumns()
+ try {
+  await editFirst(host)
+  const fields=host.all(node=>node.tag==='input')
+  const name=fields.find(node=>node.value==='record_id')
+  await input(host,name,'changed_name')
+  assert.equal(host.model.value[0].name,'record_id')
+  await press(host,'common.cancel')
+  assert.equal(host.model.value[0].name,'record_id')
+  await editFirst(host)
+  assert.ok(host.all(node=>node.tag==='input').some(node=>node.value==='record_id'))
+ } finally {host.unmount()}
+})
+test('column drawer blocks duplicate names and invalid sampling keys, then preserves identity on save',async()=>{
+ const host=mountColumns()
+ try {
+  await editFirst(host)
+  const name=host.all(node=>node.tag==='input').find(node=>node.value==='record_id')
+  await input(host,name,'second')
+  await submitColumn(host)
+  assert.ok(host.document.body.textContent.includes('dataset.editor.duplicateName'))
+  assert.equal(host.model.value[0].name,'record_id')
+  await input(host,name,'renamed_id')
+  const order=host.find(node=>node.props.role==='switch'&&inDialog(node)&&node.props['aria-label']==='dataset.common.columnIsOrderByKey')
+  const sampling=host.find(node=>node.props.role==='switch'&&inDialog(node)&&node.props['aria-label']==='dataset.common.columnIsSampling')
+  await click(host.document,order);await click(host.document,sampling)
+  await submitColumn(host)
+  assert.ok(host.document.body.textContent.includes('dataset.tip.validatorSampling'))
+  await click(host.document,order)
+  await submitColumn(host)
+  assert.equal(host.model.value[0].id,42)
+  assert.equal(host.model.value[0].name,'renamed_id')
+  assert.equal(host.model.value[0].samplingKey,true)
+ } finally {host.unmount()}
+})
+test('column reordering keeps stable identities and updates positions',async()=>{
+ const host=mountColumns()
+ try {
+  await click(host.document,host.find(node=>node.tag==='button'&&node.props['aria-label']==='dataset.editor.moveDown'))
+  assert.deepEqual(host.model.value.map(column=>column.id),[43,42])
+  assert.deepEqual(host.model.value.map(column=>column.position),[0,1])
+ } finally {host.unmount()}
+})
+
+
+test('missing executors are explained and refresh preserves form input and uses actual installed names',async()=>{
+ const host=mount({}, {}, {}, async(name,...args)=>name==='plugin.getPlugins'?success([]):handler(name,...args))
+ try {
+  await settle()
+  await input(host,host.find(node=>node.tag==='input'),'Keep this name')
+  assert.ok(host.container.textContent.includes('dataset.editor.noExecutorsHint'))
+  assert.ok(host.container.textContent.includes('dataset.editor.chooseExecutor'))
+  await press(host,'dataset.editor.next')
+  assert.ok(host.container.textContent.includes('dataset.editor.executorRequired'))
+  state.handle=async(name,...args)=>name==='plugin.getPlugins'?success([{type:'EXECUTOR',name:'Seatunnel'},{type:'SCHEDULER',name:'LocalScheduler'}]):handler(name,...args)
+  await press(host,'common.refresh')
+  assert.equal(host.find(node=>node.tag==='input').value,'Keep this name')
+  assert.ok(host.container.textContent.includes('Seatunnel'))
+  assert.ok(!host.container.textContent.includes('dataset.editor.noExecutorsHint'))
+  const syncMode = host.all(node=>node.tag==='div' && String(node.props.class).includes('mf-invalidable') && node.props.onClick)[1]
+  await click(host.document,syncMode)
+  await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='dataset.common.syncModeTiming'))
+  assert.ok(host.container.textContent.includes('LocalScheduler'))
+  assert.ok(!host.container.textContent.includes('Default'))
+  // Return to manual mode so the missing cron expression does not block this test's next step.
+  const syncModeAgain = host.all(node=>node.tag==='div' && String(node.props.class).includes('mf-invalidable') && node.props.onClick)[1]
+  await click(host.document,syncModeAgain)
+  await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='dataset.common.syncModeManual'))
+  await press(host,'dataset.editor.next')
+  assert.ok(button(host,'Source A'))
+ } finally {host.unmount()}
+})
+
+test('editing shows an unavailable saved executor explicitly and never silently replaces it',async()=>{
+ const host=mount({code:'DATASET'}, {}, {}, async(name,...args)=>name==='dataset.getByCode'?success({...handler(name,...args).data,executor:'UnavailableExecutor'}):handler(name,...args))
+ try {
+  await settle()
+  assert.ok(host.container.textContent.includes('UnavailableExecutor (dataset.editor.pluginUnavailable)'))
+  await press(host,'dataset.editor.next')
+  assert.ok(host.container.textContent.includes('dataset.editor.executorRequired'))
+  assert.equal(state.saves.length,0)
+ } finally {host.unmount()}
+})
+
+
+test('virtual column expressions are required, checked by the server and committed only after success',async()=>{
+ const host=mountColumns()
+ try {
+  await press(host,'dataset.editor.addColumn')
+  await submitColumn(host)
+  assert.equal(host.model.value.length,2)
+  assert.ok(host.document.body.textContent.includes('dataset.editor.virtualExpressionRequired'))
+  const expression=host.find(node=>node.tag==='textarea' && node.props.placeholder==='dataset.editor.expressionPlaceholder')
+  await input(host,expression,'round(record_id, 2)')
+  state.handle=async(name,...args)=>name==='dataset.validateColumns'?{status:false,message:'Unknown field'}:handler(name,...args)
+  await submitColumn(host)
+  assert.equal(host.model.value.length,2)
+  assert.ok(host.document.body.textContent.includes('Unknown field'))
+  state.handle=async(...args)=>handler(...args)
+  await submitColumn(host)
+  assert.equal(host.model.value.length,3)
+  assert.equal(host.model.value[2].formula,'round(record_id, 2)')
+  const request=state.calls.filter(call=>call.name==='dataset.validateColumns').at(-1)
+  assert.equal(request.args[0].at(-1).virtualColumn,true)
+  assert.equal(request.args[0].at(-1).formula,'round(record_id, 2)')
+ } finally {host.unmount()}
+})
+
+test('function and field insertion compose a formula at the current cursor position',async()=>{
+ const previousFrame=globalThis.requestAnimationFrame
+ globalThis.requestAnimationFrame=callback=>{queueMicrotask(()=>callback(0));return 0}
+ const host=mountColumns()
+ try {
+  await press(host,'dataset.editor.addColumn')
+  const triggers=()=>host.all(node=>node.tag==='div' && String(node.props.class).includes('mf-invalidable') && node.props.onClick)
+  await click(host.document,triggers()[3])
+  await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='round'))
+  const formula=host.find(node=>node.tag==='textarea' && node.props.placeholder==='dataset.editor.expressionPlaceholder')
+  assert.equal(formula.value,'round()')
+  formula.selectionStart=6
+  formula.selectionEnd=6
+  await click(host.document,triggers()[2])
+  await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='ID (record_id)'))
+  assert.equal(formula.value,'round(`record_id`)')
+  await submitColumn(host)
+  assert.equal(host.model.value.at(-1).formula,'round(`record_id`)')
+ } finally {host.unmount();if(previousFrame)globalThis.requestAnimationFrame=previousFrame;else delete globalThis.requestAnimationFrame}
+})
+
+const modeUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetCreateMode.vue')
+const {default: CreationMode}=await import(modeUrl)
+const filterUrl=dataModule(compile(await readFile(new URL('../src/model/filter.ts',import.meta.url),'utf8')))
+const mappingUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetExistingMapping.vue',{'@/services/dataset':imports['@/services/dataset'],'@/model/filter':filterUrl})
+const {default: ExistingMapping}=await import(mappingUrl)
+const noopUrl=dataModule('export default {render:()=>null}')
+const utilUrl=dataModule('export const useUtil=()=>({getDatasetStateText:value=>value})')
+const detailUrl=await localSfc('../src/views/pages/admin/dataset/DatasetDetail.vue',{'vue-router':routerUrl,'@/services/dataset':imports['@/services/dataset'],'./DatasetWizard.vue':noopUrl,'./DatasetHistory.vue':noopUrl,'@/utils/common':utilUrl})
+const {default: Detail}=await import(detailUrl)
+function mountPage(Component,props={},handle=async(...args)=>handler(...args),params={}) {
+ Object.assign(state,{params,query:{},pushes:[],saves:[],calls:[],guard:null,handle})
+ return mountHost(h(Component,props),undefined,app=>{
+  app.use(createI18n({legacy:false,locale:'en',missingWarn:false,fallbackWarn:false,messages:{en:{}}}))
+  for(const [name,value] of Object.entries({...components,...extraComponents}))app.component(name,value)
+ })
+}
+test('creation modes carry the selected SQL definition and allow manual creation without a result',async()=>{
+ const creates=[]
+ const result={origin:'result',sourceCode:'A',query:'select executed',headers:['id'],rows:[],rowCount:0}
+ const sql={origin:'sql',sourceCode:'B',query:'select current'}
+ const host=mountPage(CreationMode,{open:true,result,sql,onCreate:value=>creates.push(value)})
+ try {
+  await press(host,'dataset.prototype.sqlCreation')
+  await press(host,'dataset.prototype.continueCreation')
+  assert.deepEqual(creates,[sql])
+  await press(host,'dataset.prototype.manualCreation')
+  await press(host,'dataset.prototype.continueCreation')
+  assert.deepEqual(creates[1],{origin:'manual'})
+ } finally {host.unmount()}
+})
+test('inline result creation preserves the query page and reuses the executed field snapshot',async()=>{
+ const submitted=[]
+ const entry={origin:'result',sourceCode:'A',query:'select executed_id',headers:['id'],rows:[{id:1}],rowCount:1}
+ const host=mount({}, {}, {},async(name,...args)=>name==='dataset.saveOrUpdate'?success({code:'CREATED'}):handler(name,...args),{embedded:true,entry,onSubmitted:value=>submitted.push(value)})
+ try {
+  await settle()
+  await input(host,host.find(node=>node.tag==='input'),'Inline dataset')
+  await press(host,'dataset.editor.next')
+  await press(host,'dataset.editor.next')
+  assert.equal(state.calls.filter(call=>call.name==='execute.execute').length,0)
+  await press(host,'Set order key');await press(host,'dataset.editor.next');await press(host,'common.save')
+  assert.deepEqual(state.pushes,[])
+  assert.equal(submitted[0].code,'CREATED')
+  assert.equal(state.saves[0].query,'select executed_id')
+ } finally {host.unmount()}
+})
+test('inline alias edits and bulk settings update the actual columns while preserving identities',async()=>{
+ const host=mountColumns()
+ try {
+  await input(host,host.find(node=>node.tag==='input' && node.value==='ID'),'Display ID')
+  assert.equal(host.model.value[0].aliasName,'Display ID')
+  const checkbox=host.all(node=>node.tag==='input' && node.props.type==='checkbox')[0]
+  checkbox.checked=true;checkbox.props.onChange(new InteractionEvent('change',[checkbox]));await nextTick()
+  await press(host,'dataset.prototype.bulkSettings')
+  const trigger=host.find(node=>node.tag==='div' && inDialog(node) && String(node.props.class).includes('mf-invalidable') && node.props.onClick)
+  await click(host.document,trigger)
+  await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='dataset.common.columnModeMetric'))
+  await press(host,'common.save')
+  assert.ok(host.model.value.every(column=>column.mode==='METRIC'))
+  assert.deepEqual(host.model.value.map(column=>column.id),[42,43])
+ } finally {host.unmount()}
+})
+async function mappedPage(save=async()=>success({code:'DATASET'})) {
+ const handle=async(name,...args)=>{
+  if(name==='dataset.getAll')return success({content:[{code:'DATASET',name:'Saved dataset'}],page:1,totalPage:1})
+  if(name==='dataset.saveOrUpdate')return save(...args)
+  return handler(name,...args)
+ }
+ const submitted=[]
+ const host=mountPage(ExistingMapping,{entry:{origin:'result',sourceCode:'B',query:'select id from incoming',headers:['id'],rows:[],rowCount:0},onSubmitted:value=>submitted.push(value)},handle)
+ await settle()
+ await click(host.document,host.find(node=>node.tag==='div' && String(node.props.class).includes('mf-invalidable') && node.props.onClick))
+ await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='Saved dataset'))
+ await settle()
+ return {...host,submitted}
+}
+test('existing-dataset mapping replaces SQL using the original dataset and field identities',async()=>{
+ const host=await mappedPage()
+ try {
+  await press(host,'dataset.prototype.confirmReplacement')
+  assert.equal(state.saves[0].id,7)
+  assert.equal(state.saves[0].code,'DATASET')
+  assert.equal(state.saves[0].source.code,'B')
+  assert.equal(state.saves[0].columns[0].id,42)
+  assert.equal(state.saves[0].columns[0].original,'id')
+  assert.equal(state.saves[0].query,'select id from incoming')
+  assert.equal(host.submitted[0].code,'DATASET')
+ } finally {host.unmount()}
+})
+test('a failed mapping save keeps the target and mapping available for retry',async()=>{
+ const host=await mappedPage(async()=>({status:false,message:'Replacement failed'}))
+ try {
+  await press(host,'dataset.prototype.confirmReplacement')
+  assert.ok(host.document.body.textContent.includes('Replacement failed'))
+  assert.equal(host.submitted.length,0)
+  assert.ok(!button(host,'dataset.prototype.confirmReplacement').disabled)
+ } finally {host.unmount()}
+})
+test('dataset details preview stored rows through the dataset API, without rerunning the source SQL',async()=>{
+ const host=mountPage(Detail,{},async(name,...args)=>{
+  if(name==='dataset.getByCode')return success({...handler(name,...args).data,state:['TABLE_SUCCESS','COMPLETE_SUCCESS']})
+  if(name==='dataset.preview')return success({headers:['ID'],columns:[{ID:123}]})
+  return handler(name,...args)
+ },{code:'DATASET'})
+ try {
+  await new Promise(resolve=>setTimeout(resolve,10));await settle()
+  assert.ok(host.container.textContent.includes('Saved dataset'))
+  assert.ok(host.container.textContent.includes('123'))
+  assert.equal(state.calls.filter(call=>call.name==='dataset.preview')[0].args[0],'DATASET')
+  assert.equal(state.calls.filter(call=>call.name==='execute.execute').length,0)
+ } finally {host.unmount()}
+})
+test('dataset details do not claim a pending build is ready or query a table that is not built',async()=>{
+ const host=mountPage(Detail,{},async(name,...args)=>name==='dataset.getByCode'?success({...handler(name,...args).data,state:['METADATA_START']}):handler(name,...args),{code:'DATASET'})
+ try {
+  await new Promise(resolve=>setTimeout(resolve,10));await settle()
+  assert.ok(host.container.textContent.includes('dataset.prototype.buildingDataset'))
+  assert.equal(state.calls.filter(call=>call.name==='dataset.preview').length,0)
+  assert.equal(button(host,'dataset.common.adhoc').disabled,true)
+ } finally {host.unmount()}
+})
+
+
+test('changing wizard steps resets the dialog scroll position to the next heading',async()=>{
+ const host=await fromQuery()
+ try {
+  const body=host.find(node=>node.tag==='div' && String(node.props.class).includes('min-h-0 flex-1 overflow-y-auto'))
+  body.scrollTop=200
+  await press(host,'dataset.editor.next')
+  assert.equal(body.scrollTop,0)
+ } finally {host.unmount()}
+})

From be7969d8a41aec646c142088500bb2a23db4f73b Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:27:05 -0400
Subject: [PATCH 32/56] fix(dataset): truncate the source summary name with a
 tooltip

The step summary wrapped the full data source name across lines;
truncate it and reveal the complete name on hover
---
 .../src/views/pages/admin/dataset/DatasetWizard.vue             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
index 7c4ed9ee07..6a9a340131 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
@@ -417,7 +417,7 @@ onBeforeUnmount(() => { active = false; selectionRequest++; sourceRequest++; tab
         </div>
         <div class="min-w-0 space-y-5 lg:sticky lg:top-0 lg:max-h-[min(636px,calc(100dvh_-_360px))] lg:overflow-y-auto">
           <DatasetSourcePreview :headers="previewHeaders" :rows="previewRows" :current="previewCurrent" :running="running" :count="previewCount"/>
-          <section class="space-y-4 rounded-mf-lg border border-line bg-surface-hover/40 p-5"><h3 class="text-sm font-semibold">{{ t('dataset.prototype.sourceSummary') }}</h3><dl class="space-y-3 text-xs"><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('common.source') }}</dt><dd class="max-w-64 break-all text-right font-medium">{{ sourceInfo?.name || '—' }}</dd></div><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.sourceMethod') }}</dt><dd>{{ t(sourceMode === 'table' ? 'dataset.editor.selectTable' : 'dataset.editor.customSql') }}</dd></div><div v-if="sourceMode === 'table'" class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.targetObject') }}</dt><dd class="break-all">{{ [database, table].filter(Boolean).join('.') || '—' }}</dd></div><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.identifiedFields') }}</dt><dd><MfTag v-if="previewCurrent" variant="primary" size="sm">{{ previewHeaders.length }}</MfTag><span v-else>—</span></dd></div></dl></section>
+          <section class="space-y-4 rounded-mf-lg border border-line bg-surface-hover/40 p-5"><h3 class="text-sm font-semibold">{{ t('dataset.prototype.sourceSummary') }}</h3><dl class="space-y-3 text-xs"><div class="flex justify-between gap-3"><dt class="shrink-0 text-content-tertiary">{{ t('common.source') }}</dt><dd class="min-w-0 text-right font-medium"><MfTooltip v-if="sourceInfo?.name" :content="sourceInfo.name"><span class="block max-w-40 truncate">{{ sourceInfo.name }}</span></MfTooltip><span v-else>—</span></dd></div><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.sourceMethod') }}</dt><dd>{{ t(sourceMode === 'table' ? 'dataset.editor.selectTable' : 'dataset.editor.customSql') }}</dd></div><div v-if="sourceMode === 'table'" class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.targetObject') }}</dt><dd class="break-all">{{ [database, table].filter(Boolean).join('.') || '—' }}</dd></div><div class="flex justify-between gap-3"><dt class="text-content-tertiary">{{ t('dataset.prototype.identifiedFields') }}</dt><dd><MfTag v-if="previewCurrent" variant="primary" size="sm">{{ previewHeaders.length }}</MfTag><span v-else>—</span></dd></div></dl></section>
         </div>
       </div>
       <div v-else-if="step === 2" class="space-y-5">

From 1fe8f1b82f5e3da50a8100afc58db623015fc741 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:28:40 -0400
Subject: [PATCH 33/56] fix(ui): flip the select popup when the viewport has no
 room below

The popup always opened downward and clipped against the bottom of
the screen; estimate the option list height and drop upward when the
trigger sits near the bottom edge
---
 core/metaforge-ui/src/components/MfSelect.vue | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/core/metaforge-ui/src/components/MfSelect.vue b/core/metaforge-ui/src/components/MfSelect.vue
index 2183c9934c..ce2c712910 100644
--- a/core/metaforge-ui/src/components/MfSelect.vue
+++ b/core/metaforge-ui/src/components/MfSelect.vue
@@ -52,9 +52,17 @@ const open = ref(false)
 const root = ref<HTMLElement>()
 const query = ref('')
 const searchInput = ref<HTMLInputElement>()
+/** Flips the popup above the trigger when the viewport has no room below. */
+const dropUp = ref(false)
 
 function toggle(): void {
     if (!props.disabled) {
+        if (!open.value) {
+            const rect = root.value?.getBoundingClientRect()
+            const estimate = Math.min(props.options.length * 36 + 12, 268)
+            const below = window.innerHeight - (rect?.bottom ?? 0)
+            dropUp.value = !!rect && below < estimate && rect.top > below
+        }
         open.value = !open.value
         if (open.value && props.searchable) {
             requestAnimationFrame(() => searchInput.value?.focus())
@@ -228,7 +236,8 @@ watch(open, value => {
             <ul
                 v-if="open"
                 role="listbox"
-                class="absolute left-0 top-full z-40 mt-1.5 flex max-h-64 w-full min-w-32 origin-top flex-col gap-1 overflow-y-auto rounded-mf-lg border border-line bg-surface p-1 shadow-mf-lg"
+                class="absolute left-0 z-40 flex max-h-64 w-full min-w-32 flex-col gap-1 overflow-y-auto rounded-mf-lg border border-line bg-surface p-1 shadow-mf-lg"
+                :class="dropUp ? 'bottom-full mb-1.5' : 'top-full mt-1.5'"
             >
                 <template v-for="[group, groupOptions] in grouped" :key="group || 'default'">
                     <li v-if="group" class="px-2.5 pt-1.5 pb-1 text-xs font-semibold text-content-tertiary">

From 07a5a8e8748c3a34a8c92e173e263f8728d35df8 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:29:29 -0400
Subject: [PATCH 34/56] feat(dataset): configure column type and mode inline

Type and mode were read-only tags editable only through the column
drawer; both are now selects in the field table, and the drawer keeps
the full editing form
---
 .../pages/admin/dataset/components/DatasetColumns.vue    | 4 ++--
 core/metaforge-web/tests/dataset-wizard.test.mjs         | 9 +++++----
 2 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
index 40f71067b8..4b6104dba0 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
@@ -184,8 +184,8 @@ function move(index: number, offset: number) {
       <template #cell-orderByKey="{record}"><MfSwitch size="sm" :model-value="record.orderByKey" :disabled="record.virtualColumn" :aria-label="t('dataset.common.columnIsOrderByKey')" @update:model-value="updateColumn(record.index,{orderByKey:!!$event})"/></template>
       <template #cell-primaryKey="{record}"><MfSwitch size="sm" :model-value="record.primaryKey" :disabled="record.virtualColumn" :aria-label="t('dataset.common.columnIsPrimaryKey')" @update:model-value="updateColumn(record.index,{primaryKey:!!$event})"/></template>
       <template #cell-original="{ record }"><span class="block max-w-xs truncate text-content-secondary" :title="record.virtualColumn ? record.formula : record.original">{{ record.virtualColumn ? (record.formula || t('dataset.editor.customColumn')) : record.original }}</span></template>
-      <template #cell-type="{ record }"><MfTag>{{ typeOptions.find(option => option.value === record.type)?.label || record.type }}</MfTag></template>
-      <template #cell-mode="{ record }"><MfTag :variant="record.mode === 'METRIC' ? 'primary' : 'default'">{{ modeOptions.find(option => option.value === record.mode)?.label || record.mode }}</MfTag></template>
+      <template #cell-type="{ record }"><MfSelect size="sm" class="min-w-24" :model-value="record.type" :options="typeOptions" :aria-label="t('dataset.common.columnType')" @update:model-value="updateColumn(record.index,{type:String($event)})"/></template>
+      <template #cell-mode="{ record }"><MfSelect size="sm" class="min-w-24" :model-value="record.mode" :options="modeOptions" :aria-label="t('dataset.common.columnMode')" @update:model-value="updateColumn(record.index,{mode:String($event)})"/></template>
       <template #cell-keys="{ record }">
         <div class="flex flex-wrap gap-1"><MfTag v-for="field in keyFields.filter(field => record[field])" :key="field">{{ t(`dataset.common.${keyLabels[field]}`) }}</MfTag></div>
       </template>
diff --git a/core/metaforge-web/tests/dataset-wizard.test.mjs b/core/metaforge-web/tests/dataset-wizard.test.mjs
index a15047b911..ac932e54f1 100644
--- a/core/metaforge-web/tests/dataset-wizard.test.mjs
+++ b/core/metaforge-web/tests/dataset-wizard.test.mjs
@@ -22,7 +22,8 @@ async function localSfc(relative, mapping={}) {
  return dataModule(source)
 }
 const shellUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetWizardShell.vue')
-const previewUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetSourcePreview.vue')
+const previewTableUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetPreviewTable.vue')
+const previewUrl=await localSfc('../src/views/pages/admin/dataset/components/DatasetSourcePreview.vue',{'./DatasetPreviewTable.vue':previewTableUrl})
 if(!globalThis.requestAnimationFrame)globalThis.requestAnimationFrame=callback=>{queueMicrotask(()=>callback(0));return 0}
 const filename = new URL('../src/views/pages/admin/dataset/DatasetWizard.vue', import.meta.url)
 const { descriptor } = parse(await readFile(filename, 'utf8'), { filename: filename.pathname })
@@ -293,14 +294,14 @@ test('function and field insertion compose a formula at the current cursor posit
  const host=mountColumns()
  try {
   await press(host,'dataset.editor.addColumn')
-  const triggers=()=>host.all(node=>node.tag==='div' && String(node.props.class).includes('mf-invalidable') && node.props.onClick)
-  await click(host.document,triggers()[3])
+  const triggers=text=>host.all(node=>node.tag==='div' && String(node.props.class).includes('mf-invalidable') && node.props.onClick && String(node.textContent||'').includes(text))
+  await click(host.document,triggers('dataset.editor.insertFunction')[0])
   await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='round'))
   const formula=host.find(node=>node.tag==='textarea' && node.props.placeholder==='dataset.editor.expressionPlaceholder')
   assert.equal(formula.value,'round()')
   formula.selectionStart=6
   formula.selectionEnd=6
-  await click(host.document,triggers()[2])
+  await click(host.document,triggers('dataset.editor.insertField')[0])
   await click(host.document,host.find(node=>node.props.role==='option' && node.textContent.trim()==='ID (record_id)'))
   assert.equal(formula.value,'round(`record_id`)')
   await submitColumn(host)

From 3f8ffa2feb0f38e7ead457d6af1995570b44569e Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:37:11 -0400
Subject: [PATCH 35/56] feat(dataset): default new column names to the source
 field name

Identified fields were renamed to generic column_N storage names;
derive the default storage name from the source field, sanitized to a
safe identifier and deduplicated against existing names
---
 core/metaforge-web/src/model/dataset-editor.ts | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/core/metaforge-web/src/model/dataset-editor.ts b/core/metaforge-web/src/model/dataset-editor.ts
index 0b3a79c629..f33c8a6d0a 100644
--- a/core/metaforge-web/src/model/dataset-editor.ts
+++ b/core/metaforge-web/src/model/dataset-editor.ts
@@ -26,9 +26,12 @@ export function reconcileDatasetColumns(headers: string[], existing: DatasetColu
     const columns = headers.map((header, index) => {
         const previous = existing.find(column => !column.customColumn && column.original === header)
         if (previous) return { ...previous, position: index }
-        let sequence = index + 1
-        while (used.has(`column_${sequence}`)) sequence++
-        const name = `column_${sequence}`
+        // Default the storage column name to the source field name, sanitized
+        // into a safe identifier and deduplicated against the used names.
+        let candidate = header.replace(/\W+/g, '_').replace(/^_+|_+$/g, '')
+        if (!candidate) candidate = `column_${index + 1}`
+        while (used.has(candidate)) candidate = `${candidate}_2`
+        const name = candidate
         used.add(name)
         return {
             id: null, name, aliasName: header.replace(/[()]/g, '_'), original: header,

From a21dbef5684c48a4c7b46aca0ba0e0d2b81fab2c Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:38:39 -0400
Subject: [PATCH 36/56] fix(dataset): keep the insert selectors showing the
 picked value

The physical field and function selects reset to their placeholder
right after inserting, which read as if the choice did nothing; the
selection now stays visible after the token lands in the expression
---
 .../views/pages/admin/dataset/components/DatasetColumns.vue    | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
index 4b6104dba0..cf523f9253 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
@@ -62,13 +62,12 @@ function insertToken(token: string, cursorOffset = token.length) {
 }
 function appendField(value: string) {
   insertToken('`' + value.replace(/`/g, '``') + '`')
-  selectedField.value = ''
 }
+
 function appendFunction(value: string) {
   const input = expressionInput.value?.$el
   const selected = (draft.value?.formula || '').slice(input?.selectionStart ?? 0, input?.selectionEnd ?? 0)
   insertToken(`${value}(${selected})`, selected ? value.length + selected.length + 2 : value.length + 1)
-  selectedFunction.value = ''
 }
 const filtered = computed(() => props.modelValue.map((column, index) => ({ ...column, index }))
   .filter(column => [column.name, column.aliasName, column.original].some(value => value?.toLowerCase().includes(keyword.value.toLowerCase()))))

From 11de13dc991c780a45729f8e92dcc3ac9a3d866d Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:39:47 -0400
Subject: [PATCH 37/56] fix(dataset): clear the stale column error after a
 successful save

A failed virtual column validation kept its error banner above the
field list even after the expression was fixed and saved
---
 .../src/views/pages/admin/dataset/components/DatasetColumns.vue | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
index cf523f9253..28f99efaa4 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
@@ -151,6 +151,8 @@ async function save() {
   if (editingIndex.value < 0) next.push(column)
   else next[editingIndex.value] = column
   emit('update:modelValue', next.map((value, position) => ({ ...value, position })))
+  // A stale validation banner must not survive a successful save.
+  issue.value = ''
   opened.value = false
 }
 function remove(index: number) {

From 6b05fb7767647b257688f01333cc339f3cf45a10 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:44:41 -0400
Subject: [PATCH 38/56] fix(dataset): apply the preview fixes to the save step

The confirm step reuses the truncating preview table and truncates
the source summary row with a hover tooltip like the source step
---
 .../src/views/pages/admin/dataset/DatasetWizard.vue       | 8 ++++----
 core/metaforge-web/tests/dataset-wizard.test.mjs          | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
index 6a9a340131..37fec3ab30 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
@@ -16,6 +16,7 @@ import QuerySourcePicker from '@/views/pages/admin/query/QuerySourcePicker.vue'
 import DatasetColumns from './components/DatasetColumns.vue'
 import DatasetWizardShell from './components/DatasetWizardShell.vue'
 import DatasetSourcePreview from './components/DatasetSourcePreview.vue'
+import DatasetPreviewTable from './components/DatasetPreviewTable.vue'
 
 const props = withDefaults(defineProps<{ embedded?: boolean, datasetCode?: string, entry?: DatasetCreationEntry }>(), { embedded: false })
 const emit = defineEmits<{ close: [], submitted: [result: { code: string, name: string }] }>()
@@ -59,7 +60,7 @@ const originLabel = computed(() => t(code.value ? 'dataset.common.modify' : inhe
 const syncOptions = computed(() => [{value:'MANUAL',label:t('dataset.common.syncModeManual')},{value:'TIMING',label:t('dataset.common.syncModeTiming')},{value:'OUT_SYNC',label:t('dataset.common.syncModeOutSync')}])
 const sourceModes = computed(() => [{value:'table' as const,label:t('dataset.editor.selectTable'),hint:t('dataset.prototype.visualSelection')},{value:'sql' as const,label:t('dataset.editor.customSql'),hint:t('dataset.prototype.writeSql')}])
 const summary = computed(() => [
-  {label:t('common.source'),value:sourceInfo.value?.name || '—'},
+  {label:t('common.source'),value:sourceInfo.value?.name || '—',truncate:true},
   {label:t('common.database'),value:database.value || sourceInfo.value?.database || '—'},
   {label:t('dataset.prototype.sourceMethod'),value:t(sourceMode.value === 'table' ? 'dataset.editor.selectTable' : 'dataset.editor.customSql')},
   {label:t('dataset.editor.columns'),value:String(form.columns.length)},
@@ -69,7 +70,6 @@ const summary = computed(() => [
 const signature = computed(() => JSON.stringify([form.source.code, form.query.trim()]))
 const previewCurrent = computed(() => verifiedSignature.value === signature.value && !!verifiedSignature.value)
 const dateColumns = computed(() => form.columns.filter(column => column.type === 'DATETIME' && !column.virtualColumn))
-const previewColumns = computed(() => previewHeaders.value.map((header, index) => ({ key: `field_${index}`, dataIndex: `field_${index}`, title: header })))
 const pluginOptions = (plugins: { name: string }[], selected: string) => {
   const options: { label: string, value: string, disabled?: boolean }[] = plugins.map(item => ({ label: item.name, value: item.name }))
   if (selected && !plugins.some(item => item.name === selected)) options.push({ label: `${selected} (${t('dataset.editor.pluginUnavailable')})`, value: selected, disabled: true })
@@ -427,13 +427,13 @@ onBeforeUnmount(() => { active = false; selectionRequest++; sourceRequest++; tab
       <div v-else class="grid items-start gap-6 lg:grid-cols-[minmax(240px,0.7fr)_minmax(0,1.6fr)]">
         <div class="space-y-5">
           <h2 class="text-base font-semibold">{{ t('dataset.prototype.confirmInfo') }}</h2>
-          <section class="rounded-mf-lg border border-line bg-surface-hover/40 p-5"><div class="mb-5 flex items-center gap-3"><span class="flex size-10 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-primary"><Database :size="21"/></span><div class="min-w-0"><h3 class="break-all text-sm font-semibold">{{ form.name }}</h3><p class="mt-1 text-xs text-content-tertiary">{{ originLabel }}</p></div></div><dl class="divide-y divide-line text-xs"><div v-for="item in summary" :key="item.label" class="flex justify-between gap-3 py-3"><dt class="shrink-0 text-content-tertiary">{{ item.label }}</dt><dd class="break-all text-right font-medium">{{ item.value }}</dd></div></dl></section>
+          <section class="rounded-mf-lg border border-line bg-surface-hover/40 p-5"><div class="mb-5 flex items-center gap-3"><span class="flex size-10 shrink-0 items-center justify-center rounded-mf-md bg-primary/10 text-primary"><Database :size="21"/></span><div class="min-w-0"><h3 class="break-all text-sm font-semibold">{{ form.name }}</h3><p class="mt-1 text-xs text-content-tertiary">{{ originLabel }}</p></div></div><dl class="divide-y divide-line text-xs"><div v-for="item in summary" :key="item.label" class="flex justify-between gap-3 py-3"><dt class="shrink-0 text-content-tertiary">{{ item.label }}</dt><dd class="min-w-0 text-right font-medium"><MfTooltip v-if="item.truncate && item.value && item.value !== '—'" :content="item.value"><span class="block max-w-40 truncate">{{ item.value }}</span></MfTooltip><span v-else class="break-all">{{ item.value }}</span></dd></div></dl></section>
           <div class="rounded-mf-md border border-primary/15 bg-primary/5 p-4 text-xs leading-6 text-primary">{{ t('dataset.editor.asyncHint') }}</div>
         </div>
         <div class="min-w-0 space-y-4">
           <div class="flex flex-wrap items-start justify-between gap-3"><div><h2 class="text-base font-semibold">{{ t('dataset.prototype.previewValidation') }}</h2><p class="mt-1 text-xs leading-5 text-content-tertiary">{{ t('dataset.editor.previewHint') }}</p></div><MfButton size="sm" :loading="running" @click="runPreview"><RefreshCw :size="14"/>{{ t('dataset.prototype.refreshPreview') }}</MfButton></div>
           <div v-if="previewCurrent" class="flex items-center gap-2 rounded-mf-md border border-primary/15 bg-primary/5 px-4 py-3 text-xs text-primary"><Check :size="15"/>{{ t('dataset.editor.verified', [previewHeaders.length]) }} · {{ t('dataset.editor.previewCount', [Math.min(previewCount, 100), previewCount]) }}</div>
-          <MfTable :columns="previewColumns" :data-source="previewRows" :loading="running" :empty-text="t('dataset.editor.emptyPreview')"/>
+          <DatasetPreviewTable :headers="previewHeaders" :rows="previewRows" :loading="running" :empty-text="t('dataset.editor.emptyPreview')"/>
           <section class="rounded-mf-lg border border-line bg-surface-hover/40 p-4"><h3 class="text-sm font-semibold">{{ t('dataset.prototype.sqlDefinition') }}</h3><pre class="mt-3 overflow-x-auto whitespace-pre-wrap break-all font-mono text-xs leading-6 text-content-secondary">{{ form.query }}</pre></section>
         </div>
       </div>
diff --git a/core/metaforge-web/tests/dataset-wizard.test.mjs b/core/metaforge-web/tests/dataset-wizard.test.mjs
index ac932e54f1..6d15669505 100644
--- a/core/metaforge-web/tests/dataset-wizard.test.mjs
+++ b/core/metaforge-web/tests/dataset-wizard.test.mjs
@@ -31,7 +31,7 @@ let source = compile(compileScript(descriptor, { id: 'dataset-wizard-test', inli
 const imports = { 'vue-router': routerUrl, 'metaforge-ui': stubUrl, '@/model/dataset-editor': utilityUrl,
   '@/views/components/editor/AceEditor.vue': dataModule(`export {Ace as default} from ${JSON.stringify(stubUrl)}`),
   '@/views/pages/admin/query/QuerySourcePicker.vue': dataModule(`export {Picker as default} from ${JSON.stringify(stubUrl)}`),
-  './components/DatasetWizardShell.vue': shellUrl, './components/DatasetSourcePreview.vue':previewUrl,
+  './components/DatasetWizardShell.vue': shellUrl, './components/DatasetSourcePreview.vue':previewUrl, './components/DatasetPreviewTable.vue':previewTableUrl,
   './components/DatasetColumns.vue': dataModule(`export {Columns as default} from ${JSON.stringify(stubUrl)}`),
   ...Object.fromEntries(['dataset','source','metadata','plugin','execute'].map(name=>['@/services/'+name,serviceUrl(name)])) }
 source = source.replace(/from (['"])([^'"]+)\1/g, (_match,_quote,name)=>`from ${JSON.stringify(imports[name] || import.meta.resolve(name))}`)

From 39dd4c9092c91c2991aefa090ad9dc501a152be7 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 11:48:20 -0400
Subject: [PATCH 39/56] fix(dataset): stop serializing the lazy user sources
 collection

Saving a dataset returned the entity graph and Jackson walked into
the detached user's lazy sources collection, failing with no-Session.
Neither client consumes sources through these entities, so exclude it
at both the dataset user relation and the user type itself
---
 .../org/devlive/metaforge/service/entity/DataSetEntity.java   | 2 +-
 .../java/org/devlive/metaforge/service/entity/UserEntity.java | 4 ++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java
index b916207dd8..542e9dd13d 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java
@@ -109,7 +109,7 @@ public class DataSetEntity
     @JoinTable(name = "metaforge_dataset_user_relation",
             joinColumns = @JoinColumn(name = "dataset_id"),
             inverseJoinColumns = @JoinColumn(name = "user_id"))
-    @JsonIgnoreProperties(value = {"roles", "thirdConfigure", "avatarConfigure"})
+    @JsonIgnoreProperties(value = {"roles", "thirdConfigure", "avatarConfigure", "sources"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEntity user;
 
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java
index 9f0d28fd82..eab08d641e 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java
@@ -1,6 +1,7 @@
 package org.devlive.metaforge.service.entity;
 
 import com.fasterxml.jackson.annotation.JsonIgnore;
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonIncludeProperties;
 import com.fasterxml.jackson.annotation.JsonView;
 import com.google.common.collect.Lists;
@@ -50,6 +51,9 @@
 @Table(name = "metaforge_user")
 @EntityListeners(AuditingEntityListener.class)
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
+// The sources collection is a lazy relation; serializing it outside a session
+// blows up responses, and no client consumes it through this entity.
+@JsonIgnoreProperties(value = {"sources"})
 public class UserEntity
         extends BaseEntity
 {

From be086c5c33785b576a78081ac323c0d4dbd89ab6 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:00:17 -0400
Subject: [PATCH 40/56] feat(dataset): label the snippet drawer as a template
 in the console

The snippet drawer is shared with the snippet page, so it takes a
kind prop: the query console template tab now shows create/modify
template titles and the matching saved toast
---
 .../etc/conf/i18n/messages_en.properties      |  1 +
 .../etc/conf/i18n/messages_zh-cn.properties   |  1 +
 .../src/views/pages/admin/query/QueryHome.vue |  1 +
 .../views/pages/admin/snippet/SnippetInfo.vue | 19 ++++++++++++++-----
 4 files changed, 17 insertions(+), 5 deletions(-)

diff --git a/configure/etc/conf/i18n/messages_en.properties b/configure/etc/conf/i18n/messages_en.properties
index c4099701a1..96c3aebbd9 100644
--- a/configure/etc/conf/i18n/messages_en.properties
+++ b/configure/etc/conf/i18n/messages_en.properties
@@ -1206,3 +1206,4 @@ dataset.prototype.datasetReady=Dataset construction is complete. It is ready for
 dataset.prototype.storedPreviewHint=Preview the first 100 stored rows. Search and export apply to this preview.
 dataset.prototype.buildingDataset=Dataset is being built
 dataset.prototype.storageColumn=Storage column: {0}
+template.tip.createSuccess=Template [ $VALUE ] saved successfully
diff --git a/configure/etc/conf/i18n/messages_zh-cn.properties b/configure/etc/conf/i18n/messages_zh-cn.properties
index 80fa4347e3..767d65c7bc 100644
--- a/configure/etc/conf/i18n/messages_zh-cn.properties
+++ b/configure/etc/conf/i18n/messages_zh-cn.properties
@@ -1207,3 +1207,4 @@ dataset.prototype.datasetReady=数据集已完成构建，可用于查询分析
 dataset.prototype.storedPreviewHint=预览存储中的前 100 行；搜索和导出作用于本次预览。
 dataset.prototype.buildingDataset=数据集正在构建
 dataset.prototype.storageColumn=存储列：{0}
+template.tip.createSuccess=\u6a21\u677f [ $VALUE ] \u4fdd\u5b58\u6210\u529f
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index fd1e3eb43d..2b4dae9809 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -277,6 +277,7 @@
   <SnippetInfo v-if="dataInfoVisible"
                :is-visible="dataInfoVisible"
                :info="dataInfo"
+               kind="template"
                @close="onSnippetClosed">
   </SnippetInfo>
 </template>
diff --git a/core/metaforge-web/src/views/pages/admin/snippet/SnippetInfo.vue b/core/metaforge-web/src/views/pages/admin/snippet/SnippetInfo.vue
index 8c490e56f8..5685f99b58 100644
--- a/core/metaforge-web/src/views/pages/admin/snippet/SnippetInfo.vue
+++ b/core/metaforge-web/src/views/pages/admin/snippet/SnippetInfo.vue
@@ -44,10 +44,19 @@ import SnippetService from '@/services/snippet'
 
 defineOptions({ name: 'SnippetInfo' })
 
-const props = withDefaults(defineProps<{ isVisible?: boolean; info?: SnippetModel | null }>(), {
+const props = withDefaults(defineProps<{ isVisible?: boolean; info?: SnippetModel | null; kind?: 'snippet' | 'template' }>(), {
   isVisible: false,
-  info: null
+  info: null,
+  kind: 'snippet'
 })
+
+/** The same drawer serves the snippet page and the query console template tab. */
+const LABELS = {
+  snippet: { create: 'snippet.common.create', modify: 'snippet.common.modify', success: 'snippet.tip.createSuccess' },
+  template: { create: 'template.common.create', modify: 'template.common.modify', success: 'template.tip.createSuccess' }
+} as const
+
+const labels = computed(() => LABELS[props.kind])
 const emit = defineEmits<{ (e: 'close', value: boolean): void }>()
 
 const { t } = useI18n()
@@ -62,11 +71,11 @@ const formState = ref<SnippetModel>(null as unknown as SnippetModel)
 const title = ref<string | null>(null)
 
 const handleInitialize = () => {
-  title.value = t('snippet.common.create')
+  title.value = t(labels.value.create)
   if (props.info) {
     formState.value = cloneDeep(props.info)
     if (props.info.id) {
-      title.value = `${ t('snippet.common.modify').replace('$VALUE', props.info.name as string) }`
+      title.value = `${ t(labels.value.modify).replace(/\$VALUE|\$NAME/g, props.info.name as string) }`
     }
   }
   else {
@@ -83,7 +92,7 @@ const onSubmit = () => {
   SnippetService.saveOrUpdate(formState.value)
                 .then((response) => {
                   if (response.status) {
-                    MfMessage.success(t('snippet.tip.createSuccess').replace('$VALUE', formState.value.name as string))
+                    MfMessage.success(t(labels.value.success).replace('$VALUE', formState.value.name as string))
                     onCancel()
                   }
                 })

From f47fdd7671ea61b114ed77de11cd7459dd5ffc64 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:18:48 -0400
Subject: [PATCH 41/56] fix(dataset): balance the list columns and fall back
 empty row counts

Every content column gets a fixed width and the name column absorbs
the remaining space so its text fills instead of leaving blank gaps;
total rows falls back to a dash when the build has not run
---
 .../views/pages/admin/dataset/DatasetHome.vue   |  9 +++++----
 .../views/pages/admin/dataset/DatasetUtils.ts   | 17 +++++++++--------
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
index 1c9fb12c5e..623207fc69 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
@@ -22,20 +22,21 @@
     </template>
       <template #bodyCell="{ column, record }">
         <template v-if="column.key === 'name'">
-          <div class="flex items-center gap-2">
+          <div class="flex min-w-0 items-center gap-2">
             <Database :size="16" class="shrink-0 text-primary"/>
-            <router-link :to="`/dataset/detail/${record.code}`" class="truncate font-medium text-content hover:text-primary">{{ record.name }}</router-link>
+            <router-link :to="`/dataset/detail/${record.code}`" class="min-w-0 truncate font-medium text-content hover:text-primary">{{ record.name }}</router-link>
           </div>
         </template>
         <template v-else-if="column.key === 'source'">
           <MfTooltip :content="record.source?.name">
-            <span class="flex max-w-[240px] items-center gap-1.5">
+            <span class="flex min-w-0 items-center gap-1.5">
               <MfAvatar size="xs" :src="`/static/images/plugin/${ String(record.source?.type ?? '').toLowerCase() }.svg`" :alt="record.source?.type"/>
-              <span class="truncate text-content-secondary">{{ record.source?.name }}</span>
+              <span class="min-w-0 truncate text-content-secondary">{{ record.source?.name }}</span>
             </span>
           </MfTooltip>
         </template>
         <template v-else-if="column.key === 'columnCount'"><MfLoadingIcon v-if="fieldCounts[record.code] === undefined" :size="14"/><span v-else>{{ fieldCounts[record.code] ?? '—' }}</span></template>
+        <template v-else-if="column.key === 'totalRows'"><span>{{ record.totalRows ?? '—' }}</span></template>
         <template v-else-if="column.key === 'syncMode'">
           <MfTag v-if="record?.syncMode === 'MANUAL'">{{ $t('dataset.common.syncModeManual') }}</MfTag>
           <MfTag v-else-if="record?.syncMode === 'TIMING'">{{ $t('dataset.common.syncModeTiming') }}</MfTag>
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts b/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
index 73ea932d85..c3852cb71e 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
@@ -9,15 +9,16 @@ export function useDatasetHeaders()
     const { t } = useI18n()
 
     // MfTable 列格式（bodyCell 契约）；source/syncMode/state/action 走 #bodyCell
+    // 除名称外全部定宽，剩余空间由名称列吸收，避免自动布局把空白摊得到处都是
     const headers = computed(() => [
-        { title: t('common.name'), dataIndex: 'name', key: 'name', width: '220px' },
-        { title: t('common.source'), key: 'source' },
-        { title: t('common.state'), key: 'state' },
-        { title: t('dataset.common.syncMode'), key: 'syncMode' },
-        { title: t('dataset.prototype.fieldCount'), dataIndex: 'columnCount', key: 'columnCount' },
-        { title: t('dataset.common.totalRows'), dataIndex: 'totalRows', key: 'totalRows' },
-        { title: t('common.updateTime'), dataIndex: 'updateTime', key: 'updateTime' },
-        { title: t('common.action'), key: 'action' }
+        { title: t('common.name'), dataIndex: 'name', key: 'name' },
+        { title: t('common.source'), key: 'source', width: '320px' },
+        { title: t('common.state'), key: 'state', width: '110px' },
+        { title: t('dataset.common.syncMode'), key: 'syncMode', width: '96px' },
+        { title: t('dataset.prototype.fieldCount'), dataIndex: 'columnCount', key: 'columnCount', width: '80px' },
+        { title: t('dataset.common.totalRows'), dataIndex: 'totalRows', key: 'totalRows', width: '90px' },
+        { title: t('common.updateTime'), dataIndex: 'updateTime', key: 'updateTime', width: '180px' },
+        { title: t('common.action'), key: 'action', width: '170px' }
     ])
 
     // MfTable 列格式（bodyCell 契约）；progress/state/action 走 #bodyCell

From 0996bb10a11a843ff1a6a9c805d74f3d19062623 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:25:20 -0400
Subject: [PATCH 42/56] fix(web): tighten table action spacing and balance
 dataset columns

Row action buttons used the default 12px MfSpace gap, which read as
large blanks inside table rows; action cells across the list pages now
use the extra-small gap. Dataset content columns get fixed widths and
the name column absorbs the remaining space, and total rows falls back
to a dash before the first build
---
 .../metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue | 2 +-
 .../metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts | 2 +-
 .../metaforge-web/src/views/pages/admin/history/HistoryHome.vue | 2 +-
 core/metaforge-web/src/views/pages/admin/report/ReportHome.vue  | 2 +-
 .../metaforge-web/src/views/pages/admin/snippet/SnippetHome.vue | 2 +-
 core/metaforge-web/src/views/pages/admin/source/SourceHome.vue  | 2 +-
 .../src/views/pages/admin/wofkflow/WorkflowHome.vue             | 2 +-
 core/metaforge-web/src/views/pages/system/menu/MenuHome.vue     | 2 +-
 core/metaforge-web/src/views/pages/system/role/RoleHome.vue     | 2 +-
 .../src/views/pages/system/schedule/ScheduleHome.vue            | 2 +-
 core/metaforge-web/src/views/pages/system/user/UserHome.vue     | 2 +-
 11 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
index 623207fc69..ee864ec243 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
@@ -51,7 +51,7 @@
           </MfPopover>
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('dataset.common.info')"><router-link :to="`/dataset/detail/${record.code}`"><MfButton variant="ghost" size="sm" :aria-label="$t('dataset.common.info')"><Eye :size="15"/></MfButton></router-link></MfTooltip>
             <MfTooltip :content="$t('dataset.common.modify')"><MfButton variant="ghost" size="sm" :aria-label="$t('dataset.common.modify')" @click="openWizard(record.code)"><Pencil :size="15"/></MfButton></MfTooltip>
             <MfTooltip :content="$t('dataset.common.adhoc')">
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts b/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
index c3852cb71e..a59a99fc47 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetUtils.ts
@@ -18,7 +18,7 @@ export function useDatasetHeaders()
         { title: t('dataset.prototype.fieldCount'), dataIndex: 'columnCount', key: 'columnCount', width: '80px' },
         { title: t('dataset.common.totalRows'), dataIndex: 'totalRows', key: 'totalRows', width: '90px' },
         { title: t('common.updateTime'), dataIndex: 'updateTime', key: 'updateTime', width: '180px' },
-        { title: t('common.action'), key: 'action', width: '170px' }
+        { title: t('common.action'), key: 'action', width: '200px' }
     ])
 
     // MfTable 列格式（bodyCell 契约）；progress/state/action 走 #bodyCell
diff --git a/core/metaforge-web/src/views/pages/admin/history/HistoryHome.vue b/core/metaforge-web/src/views/pages/admin/history/HistoryHome.vue
index 41acf21ea1..677baadf42 100644
--- a/core/metaforge-web/src/views/pages/admin/history/HistoryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/history/HistoryHome.vue
@@ -44,7 +44,7 @@
           </MfTooltip>
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('common.error')">
               <MfButton variant="ghost"
                         size="sm"
diff --git a/core/metaforge-web/src/views/pages/admin/report/ReportHome.vue b/core/metaforge-web/src/views/pages/admin/report/ReportHome.vue
index 3d426e165b..75f891023c 100644
--- a/core/metaforge-web/src/views/pages/admin/report/ReportHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/report/ReportHome.vue
@@ -25,7 +25,7 @@
           </MfTooltip>
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('report.common.view').replace('$VALUE', record.name)">
               <MfButton variant="ghost" size="sm" class="rounded-full!" @click="visibleView(true, record)">
                 <Eye :size="15" />
diff --git a/core/metaforge-web/src/views/pages/admin/snippet/SnippetHome.vue b/core/metaforge-web/src/views/pages/admin/snippet/SnippetHome.vue
index 1e9be7b7cf..716499f11b 100644
--- a/core/metaforge-web/src/views/pages/admin/snippet/SnippetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/snippet/SnippetHome.vue
@@ -17,7 +17,7 @@
           <MfAvatar size="sm" :src="record.user.avatarConfigure?.path" :alt="record.user.username"/>
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('snippet.common.modify').replace('$VALUE', record.name)">
               <MfButton variant="ghost" size="sm" class="rounded-full!" @click="visibleInfo(true, record)">
                 <Pencil :size="15" />
diff --git a/core/metaforge-web/src/views/pages/admin/source/SourceHome.vue b/core/metaforge-web/src/views/pages/admin/source/SourceHome.vue
index 58ceb4f993..918146c682 100644
--- a/core/metaforge-web/src/views/pages/admin/source/SourceHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/source/SourceHome.vue
@@ -41,7 +41,7 @@
           <CirclePlay :size="20" v-else="" class="text-green-500" />
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('source.common.modify').replace('$NAME', record.name)">
               <MfButton variant="ghost" size="sm" :disabled="loginUserCode !== record.user.code" @click="visibleInfo(true, record)">
                 <Pencil :size="15" />
diff --git a/core/metaforge-web/src/views/pages/admin/wofkflow/WorkflowHome.vue b/core/metaforge-web/src/views/pages/admin/wofkflow/WorkflowHome.vue
index a0a95b084b..944b3aa144 100644
--- a/core/metaforge-web/src/views/pages/admin/wofkflow/WorkflowHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/wofkflow/WorkflowHome.vue
@@ -36,7 +36,7 @@
         </template>
 
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('common.error')">
               <MfButton variant="ghost"
                         size="sm"
diff --git a/core/metaforge-web/src/views/pages/system/menu/MenuHome.vue b/core/metaforge-web/src/views/pages/system/menu/MenuHome.vue
index 42953e5d65..142b6a7a6a 100644
--- a/core/metaforge-web/src/views/pages/system/menu/MenuHome.vue
+++ b/core/metaforge-web/src/views/pages/system/menu/MenuHome.vue
@@ -26,7 +26,7 @@
           <MfSwitch v-model="record.active" :disabled="record.active"/>
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('common.editData')">
               <MfButton variant="ghost" size="sm" class="rounded-full!" @click="handlerChangeInfo(true, record)">
                 <Pencil :size="15" />
diff --git a/core/metaforge-web/src/views/pages/system/role/RoleHome.vue b/core/metaforge-web/src/views/pages/system/role/RoleHome.vue
index 7926a578ff..01af6ca14f 100644
--- a/core/metaforge-web/src/views/pages/system/role/RoleHome.vue
+++ b/core/metaforge-web/src/views/pages/system/role/RoleHome.vue
@@ -21,7 +21,7 @@
 
       <template #bodyCell="{ column, record }">
         <template v-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('common.editData')">
               <MfButton variant="ghost" size="sm" class="rounded-full!" @click="handlerChangeInfo(true, record)">
                 <Pencil :size="15" />
diff --git a/core/metaforge-web/src/views/pages/system/schedule/ScheduleHome.vue b/core/metaforge-web/src/views/pages/system/schedule/ScheduleHome.vue
index af9f693135..172a7fed81 100644
--- a/core/metaforge-web/src/views/pages/system/schedule/ScheduleHome.vue
+++ b/core/metaforge-web/src/views/pages/system/schedule/ScheduleHome.vue
@@ -28,7 +28,7 @@
         </template>
 
         <template v-else-if="column.key === 'action'">
-          <MfSpace :wrap="false" size="sm">
+          <MfSpace :wrap="false" size="xs">
             <MfTooltip :content="$t('schedule.common.trigger')">
               <MfButton variant="ghost" size="sm" class="rounded-full!" @click="handlerTrigger(record)">
                 <MfSpinner v-if="triggeringId === record.id" size="sm"/>
diff --git a/core/metaforge-web/src/views/pages/system/user/UserHome.vue b/core/metaforge-web/src/views/pages/system/user/UserHome.vue
index 31c0a86a13..90197e14d8 100644
--- a/core/metaforge-web/src/views/pages/system/user/UserHome.vue
+++ b/core/metaforge-web/src/views/pages/system/user/UserHome.vue
@@ -24,7 +24,7 @@
           <MfTag v-for="role in record.roles" :key="role.id">{{ role.name }}</MfTag>
         </template>
         <template v-else-if="column.key === 'action'">
-          <MfSpace>
+          <MfSpace size="xs">
             <MfTooltip :content="$t('user.common.assignRole')">
               <MfButton variant="ghost" size="sm" class="rounded-full!" @click="handlerChangeRole(true, record)">
                 <ArrowUp :size="15" />

From 447839820c465ad7432a9dfe766d06289a1b4483 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:33:36 -0400
Subject: [PATCH 43/56] fix(ui): teleport the select popup out of clipping
 ancestors

The select popup was absolutely positioned inside the trigger, so any
scroll or overflow ancestor (wizard cards, drawers) clipped it no
matter the flip; the popup now teleports to body with the shared
fixed-position overlay composable, which also flips it above the
trigger when the viewport has no room below
---
 core/metaforge-ui/src/components/MfSelect.vue | 29 ++++++++++++-------
 core/metaforge-ui/tests/empty-state.test.mjs  | 12 ++++----
 2 files changed, 25 insertions(+), 16 deletions(-)

diff --git a/core/metaforge-ui/src/components/MfSelect.vue b/core/metaforge-ui/src/components/MfSelect.vue
index ce2c712910..0372b9b605 100644
--- a/core/metaforge-ui/src/components/MfSelect.vue
+++ b/core/metaforge-ui/src/components/MfSelect.vue
@@ -6,6 +6,7 @@ import MfEmpty from './MfEmpty.vue'
 import MfSpinner from './MfSpinner.vue'
 import { CONTROL_SIZES, TRANSITION, type MfControlSize, type MfSelectOption } from './common'
 import { useDismissableLayer } from '../composables/useDismissableLayer'
+import { useOverlayPosition } from '../composables/useOverlayPosition'
 
 const props = withDefaults(defineProps<{
     modelValue?: string | number | (string | number)[]
@@ -50,19 +51,22 @@ const emit = defineEmits<{
 
 const open = ref(false)
 const root = ref<HTMLElement>()
+const overlay = ref<HTMLElement>()
 const query = ref('')
 const searchInput = ref<HTMLInputElement>()
-/** Flips the popup above the trigger when the viewport has no room below. */
-const dropUp = ref(false)
+
+/** The popup teleports to body with fixed positioning, so scroll and
+ *  overflow containers cannot clip it; the composable flips it above
+ *  the trigger when the viewport has no room below. */
+const popupStyle = useOverlayPosition({ root, open, placement: () => 'bottomLeft', overlay, gap: 6 })
+const triggerWidth = ref(0)
+
+watch(open, value => {
+    if (value) triggerWidth.value = root.value?.offsetWidth ?? 0
+})
 
 function toggle(): void {
     if (!props.disabled) {
-        if (!open.value) {
-            const rect = root.value?.getBoundingClientRect()
-            const estimate = Math.min(props.options.length * 36 + 12, 268)
-            const below = window.innerHeight - (rect?.bottom ?? 0)
-            dropUp.value = !!rect && below < estimate && rect.top > below
-        }
         open.value = !open.value
         if (open.value && props.searchable) {
             requestAnimationFrame(() => searchInput.value?.focus())
@@ -75,7 +79,7 @@ function close(): void {
     query.value = ''
 }
 
-useDismissableLayer(root, open, close)
+useDismissableLayer(root, open, close, [overlay])
 
 const isMultiple = computed(() => props.multiple || props.tags)
 
@@ -227,6 +231,7 @@ watch(open, value => {
             </svg>
         </div>
 
+        <Teleport to="body">
         <Transition
             enter-active-class="transition duration-(--mf-duration-fast) ease-(--mf-easing)"
             enter-from-class="opacity-0 scale-95"
@@ -235,9 +240,10 @@ watch(open, value => {
         >
             <ul
                 v-if="open"
+                ref="overlay"
                 role="listbox"
-                class="absolute left-0 z-40 flex max-h-64 w-full min-w-32 flex-col gap-1 overflow-y-auto rounded-mf-lg border border-line bg-surface p-1 shadow-mf-lg"
-                :class="dropUp ? 'bottom-full mb-1.5' : 'top-full mt-1.5'"
+                class="fixed z-50 flex max-h-64 flex-col gap-1 overflow-y-auto rounded-mf-lg border border-line bg-surface p-1 shadow-mf-lg"
+                :style="[popupStyle, { width: triggerWidth + 'px' }]"
             >
                 <template v-for="[group, groupOptions] in grouped" :key="group || 'default'">
                     <li v-if="group" class="px-2.5 pt-1.5 pb-1 text-xs font-semibold text-content-tertiary">
@@ -279,5 +285,6 @@ watch(open, value => {
                 </li>
             </ul>
         </Transition>
+        </Teleport>
     </div>
 </template>
diff --git a/core/metaforge-ui/tests/empty-state.test.mjs b/core/metaforge-ui/tests/empty-state.test.mjs
index cdeb65a347..bafeecc23b 100644
--- a/core/metaforge-ui/tests/empty-state.test.mjs
+++ b/core/metaforge-ui/tests/empty-state.test.mjs
@@ -49,19 +49,21 @@ test('Select suppresses empty while pending and distinguishes missing options fr
     }))
     try {
         await click(host.document, host.find(node => node.props.class?.includes('mf-invalidable')))
-        assert.ok(host.container.textContent.includes('正在获取选项'))
-        assert.ok(!host.container.textContent.includes('暂无选项'))
+        // The teleported popup mounts to body, outside the app container.
+        const popupText = () => host.document.body.textContent
+        assert.ok(popupText().includes('正在获取选项'))
+        assert.ok(!popupText().includes('暂无选项'))
         loading.value = false
         await nextTick()
-        assert.ok(host.container.textContent.includes('暂无选项'))
+        assert.ok(popupText().includes('暂无选项'))
         options.value = [{ label: 'MySQL', value: 'mysql' }]
         await nextTick()
         const input = host.find(node => node.tag === 'input')
         input.value = 'Oracle'
         input.dispatchEvent(new InteractionEvent('input', [input]))
         await nextTick()
-        assert.ok(host.container.textContent.includes('没有匹配选项'))
-        assert.ok(!host.container.textContent.includes('暂无选项'))
+        assert.ok(popupText().includes('没有匹配选项'))
+        assert.ok(!popupText().includes('暂无选项'))
     }
     finally { host.unmount(); globalThis.requestAnimationFrame = originalFrame }
 })

From 893f83d42ef40dcebd308367b1a8be876051c48a Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:36:19 -0400
Subject: [PATCH 44/56] fix(dataset): match the user list header with a bare
 list title

Drop the extra description paragraph under the dataset list title;
the user page shows the list name alone
---
 .../src/views/pages/admin/dataset/DatasetHome.vue              | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
index ee864ec243..d6845e6c9c 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetHome.vue
@@ -1,8 +1,7 @@
 <template>
 
   <DataTable filterable :filter-fields="tableFilters"
-             :title="$t('common.dataset')"
-             :description="$t('dataset.editor.listHint')"
+             :title="$t('dataset.common.list')"
              :columns="headers"
              :data-source="data"
              :loading="loading"

From 45f088223a548964018b086f193c1521295d33fc Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:40:50 -0400
Subject: [PATCH 45/56] fix(ui): close dropdown menus when an item is clicked

Menu items open targets such as error modals and pages, but the
dropdown stayed open underneath; clicks on buttons, links and menu
items inside the overlay now close the menu
---
 core/metaforge-ui/src/components/MfDropdown.vue | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/core/metaforge-ui/src/components/MfDropdown.vue b/core/metaforge-ui/src/components/MfDropdown.vue
index 1b1e80b67a..d6cc5952d2 100644
--- a/core/metaforge-ui/src/components/MfDropdown.vue
+++ b/core/metaforge-ui/src/components/MfDropdown.vue
@@ -28,6 +28,13 @@ onBeforeUnmount(() => { if (timer) clearTimeout(timer) })
 const triggers = computed(() => Array.isArray(props.trigger) ? props.trigger : [props.trigger])
 const hoverable = computed(() => triggers.value.includes('hover'))
 
+/** Clicking any actionable element inside the overlay closes the menu:
+ *  menu items open targets (modals, pages) and must not linger under them. */
+function onOverlayClick(event: Event): void {
+    const target = event.target as HTMLElement | null
+    if (target?.closest?.('button, a, [role="menuitem"]')) close()
+}
+
 function show(): void {
     if (timer) clearTimeout(timer)
     timer = undefined
@@ -79,6 +86,7 @@ const overlayStyle = useOverlayPosition({
                     ref="overlay"
                     class="fixed z-50 min-w-40 rounded-mf-lg border border-line bg-surface p-1 shadow-mf-lg"
                     :style="overlayStyle"
+                    @click="onOverlayClick"
                     @mouseenter="show"
                     @mouseleave="hoverable && hide()"
                 >

From c0e73049decfe1a747cf457a9cfb3febe3652a82 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:48:29 -0400
Subject: [PATCH 46/56] fix(ui): drop the scale on the select popup transition

The enter transition scaled the popup, so its measured box was 5
percent short while the fixed position was computed and the flipped
popup overlapped its trigger; fade-only keeps the measured geometry
stable
---
 core/metaforge-ui/src/components/MfSelect.vue | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/core/metaforge-ui/src/components/MfSelect.vue b/core/metaforge-ui/src/components/MfSelect.vue
index 0372b9b605..56a559e96e 100644
--- a/core/metaforge-ui/src/components/MfSelect.vue
+++ b/core/metaforge-ui/src/components/MfSelect.vue
@@ -232,11 +232,13 @@ watch(open, value => {
         </div>
 
         <Teleport to="body">
+        <!-- Fade only: a scale transition changes the measured box during the
+             enter animation and the fixed position would overlap the trigger. -->
         <Transition
-            enter-active-class="transition duration-(--mf-duration-fast) ease-(--mf-easing)"
-            enter-from-class="opacity-0 scale-95"
-            leave-active-class="transition duration-(--mf-duration-fast) ease-(--mf-easing)"
-            leave-to-class="opacity-0 scale-95"
+            enter-active-class="transition-opacity duration-(--mf-duration-fast) ease-(--mf-easing)"
+            enter-from-class="opacity-0"
+            leave-active-class="transition-opacity duration-(--mf-duration-fast) ease-(--mf-easing)"
+            leave-to-class="opacity-0"
         >
             <ul
                 v-if="open"

From 42232b85bd2793eb2c440831276976737f34add9 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:52:54 -0400
Subject: [PATCH 47/56] fix(ui): keep click-focused tooltips hidden after
 overlays close

Closing a modal restored focus to the button under the pointer and
the focusin handler re-showed the tooltip without any user action;
focus now only reveals the tooltip for keyboard focus (:focus-visible)
while hover keeps working as before
---
 core/metaforge-ui/src/components/MfTooltip.vue | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/core/metaforge-ui/src/components/MfTooltip.vue b/core/metaforge-ui/src/components/MfTooltip.vue
index 3af267f2ea..6b4857cd06 100644
--- a/core/metaforge-ui/src/components/MfTooltip.vue
+++ b/core/metaforge-ui/src/components/MfTooltip.vue
@@ -21,6 +21,14 @@ const open = computed(() => (hovered.value || focused.value) && !dismissed.value
 const style = useOverlayPosition({ root, overlay, open, maxWidth: 320, placement: () => props.placement })
 useDismissableLayer(root, open, () => { dismissed.value = true }, [overlay])
 
+function focusIn(event: FocusEvent | undefined): void {
+    const target = event?.target as HTMLElement | null
+    // Buttons focused by mouse clicks also fire focusin; only keyboard
+    // focus (:focus-visible) reveals the tooltip, otherwise closing a
+    // modal restores focus and the tooltip pops back up on its own.
+    focused.value = target?.matches?.(':focus-visible') ?? true
+}
+
 function focusOut(event: FocusEvent): void {
     if (!root.value?.contains(event.relatedTarget as Node | null)) {
         focused.value = false
@@ -33,7 +41,7 @@ function focusOut(event: FocusEvent): void {
     <span ref="root" class="relative inline-flex"
           @mouseenter="hovered = true; dismissed = false" @mouseleave="hovered = false"
           @pointerdown="dismissed = true"
-          @focusin="focused = true" @focusout="focusOut">
+          @focusin="focusIn" @focusout="focusOut">
         <slot />
         <Teleport to="body">
             <Transition enter-active-class="transition-opacity duration-(--mf-duration-fast)" enter-from-class="opacity-0"

From 775abeb7e57d7427950c55becb3ec79c783b5b93 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 12:55:53 -0400
Subject: [PATCH 48/56] feat(query): create datasets from query results

---
 .../src/views/pages/admin/query/QueryHome.vue | 85 +++++++++++++++----
 .../pages/admin/query/QueryResultPanel.vue    | 19 +++--
 .../pages/admin/query/QuerySidePanel.vue      |  2 +-
 .../pages/admin/query/QuerySourcePicker.vue   |  6 +-
 4 files changed, 85 insertions(+), 27 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
index 2b4dae9809..1374501d18 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryHome.vue
@@ -66,12 +66,12 @@
           </div>
         </div>
 
-        <div class="flex shrink-0 items-center gap-2 border-b border-line px-3 py-2">
+        <div class="flex shrink-0 flex-wrap items-center gap-2 border-b border-line px-3 py-2 [&_button]:shrink-0 [&_button]:whitespace-nowrap">
           <div class="inline-flex items-stretch">
             <MfButton variant="primary"
                       class="rounded-r-none!"
                       :loading="loading.running"
-                      :disabled="!selectSource.id || loading.running"
+                      :disabled="!selectSource.id || loading.running || loading.planning"
                       @click="onRun()">
               <Play :size="15"/>
               {{ $t('query.common.execute') }}
@@ -240,9 +240,11 @@
         <QueryResultPanel :response="responseConfigure.response"
                           :running="loading.running || loading.planning"
                           :source-id="selectSource.id as unknown as number"
-                          :source-code="(selectSource.code as string)"
+                          :source-code="responseConfigure.sourceCode"
+                          :dataset-available="responseConfigure.kind === 'query'"
                           :query="responseConfigure.query"
-                          @add-dataset="onAddDataset"
+                          @add-dataset="onCreateFromResult"
+                          @existing-dataset="onExistingDataset"
                           @refresh="onRun"/>
       </div>
     </section>
@@ -280,6 +282,10 @@
                kind="template"
                @close="onSnippetClosed">
   </SnippetInfo>
+  <DatasetCreateMode :open="creationModeVisible" :result="resultEntry" :sql="sqlEntry" @close="creationModeVisible = false" @create="openCreation"/>
+  <DatasetWizard v-if="datasetWizardVisible" embedded :entry="datasetEntry" @close="datasetWizardVisible = false" @submitted="onDatasetSubmitted"/>
+  <DatasetExistingMapping v-if="existingMappingVisible" :entry="datasetEntry" @close="existingMappingVisible = false" @submitted="onDatasetSubmitted"/>
+
 </template>
 
 <script setup lang="ts">
@@ -295,6 +301,10 @@ import ExecuteService from '@/services/execute'
 import { ResponseModel } from '@/model/response'
 import FormatService from '@/services/format'
 import { HelpType } from '@/views/pages/admin/query/HelpType'
+import DatasetCreateMode from '@/views/pages/admin/dataset/components/DatasetCreateMode.vue'
+import DatasetWizard from '@/views/pages/admin/dataset/DatasetWizard.vue'
+import DatasetExistingMapping from '@/views/pages/admin/dataset/components/DatasetExistingMapping.vue'
+import type { DatasetCreationEntry } from '@/model/dataset-editor'
 import QueryHelp from '@/views/pages/admin/query/QueryHelp.vue'
 import QuerySourcePicker from '@/views/pages/admin/query/QuerySourcePicker.vue'
 import QueryResultPanel from '@/views/pages/admin/query/QueryResultPanel.vue'
@@ -427,7 +437,9 @@ const queryConfigure = reactive({
 const responseConfigure = reactive({
   response: null as ResponseModel | null,
   message: null as string | null,
-  query: ''
+  query: '',
+  sourceCode: '',
+  kind: 'query' as 'query' | 'plan'
 })
 const dataInfo = ref<SnippetModel>(null as unknown as SnippetModel)
 const dataInfoVisible = ref(false)
@@ -556,7 +568,14 @@ const onRunSelection = () => {
   runContent(selected.length > 0 ? selected : editor.content, false)
 }
 
+let queryRequest = 0
 const runContent = (sql: string, syncEditorFromResponse: boolean) => {
+  if (loading.running || loading.planning || !selectSource.code) return
+  const request = ++queryRequest
+  const executedSource = selectSource.code as string
+  const executedEditor = editors.value[activeEditor.value as string]
+  responseConfigure.kind = 'query'
+  responseConfigure.sourceCode = executedSource
   responseConfigure.response = null
   responseConfigure.message = null
   responseConfigure.query = ''
@@ -568,12 +587,12 @@ const runContent = (sql: string, syncEditorFromResponse: boolean) => {
   loading.running = true
   ExecuteService.execute(queryConfigure.configure!, queryConfigure.cancelToken.token)
                 .then((response) => {
+                  if (request !== queryRequest) return
                   if (response.status) {
                     responseConfigure.response = response
                     responseConfigure.query = sql
                     if (syncEditorFromResponse) {
-                      const editor = editors.value[activeEditor.value as string]
-                      editor.content = response.data.content
+                      executedEditor.content = response.data.content
                     }
                   }
                   else {
@@ -585,17 +604,23 @@ const runContent = (sql: string, syncEditorFromResponse: boolean) => {
                   }
                 })
                 .finally(() => {
+                  if (request !== queryRequest) return
                   loading.running = false
                   sidePanelRefresh.value += 1
                 })
 }
 
 const onCancel = () => {
+  queryRequest++
   queryConfigure.cancelToken.cancel('Cancel query')
   loading.running = false
 }
 
 const onRunPlan = () => {
+  if (loading.running || loading.planning || !selectSource.code) return
+  const request = ++queryRequest
+  responseConfigure.kind = 'plan'
+  responseConfigure.sourceCode = selectSource.code as string
   responseConfigure.response = null
   responseConfigure.message = null
   responseConfigure.query = ''
@@ -604,11 +629,13 @@ const onRunPlan = () => {
   const editor = editors.value[activeEditor.value as string]
   queryConfigure.configure!.content = editor.content
 
+  const plannedSql = editor.content
   // The editor keeps the user SQL; the plan rows render in the result grid.
   loading.planning = true
   ExecuteService.plan(queryConfigure.configure!)
                 .then((response) => {
-                  responseConfigure.query = editor.content
+                  if (request !== queryRequest) return
+                  responseConfigure.query = plannedSql
                   if (response.status) {
                     responseConfigure.response = response
                   }
@@ -620,6 +647,7 @@ const onRunPlan = () => {
                   }
                 })
                 .finally(() => {
+                  if (request !== queryRequest) return
                   loading.planning = false
                   sidePanelRefresh.value += 1
                 })
@@ -658,14 +686,38 @@ const onSideRunSql = (sql: string) => {
   onRun()
 }
 
-const onAddDataset = () => {
-  const active = editors.value[activeEditor.value as string]
-  if (!active || !selectSource.code) {
-    return
-  }
-  const id = Math.random().toString(36).substring(2)
-  localStorage.setItem(`QueryContent_${ id }`, active.content)
-  router.push(`/dataset/info/source/${ selectSource.code }?tempId=${ id }`)
+const creationModeVisible = ref(false)
+const datasetWizardVisible = ref(false)
+const existingMappingVisible = ref(false)
+const datasetEntry = ref<DatasetCreationEntry>({ origin:'manual' })
+const resultEntry = computed<DatasetCreationEntry | null>(() => {
+  const result = responseConfigure.response
+  if (loading.running || loading.planning || responseConfigure.kind !== 'query' || !result?.status || result.data?.isSuccessful === false || !result.data?.headers?.length || new Set(result.data.headers).size !== result.data.headers.length) return null
+  return { origin:'result', sourceCode:responseConfigure.sourceCode, query:responseConfigure.query,
+    headers:[...result.data.headers], rows:(result.data.columns || []).slice(0,100).map((row: Record<string,unknown>)=>({...row})),
+    rowCount:result.data.columns?.length || 0, elapsed:result.data.processor?.elapsed }
+})
+const sqlEntry = computed<DatasetCreationEntry | null>(() => {
+  const editor = editors.value[activeEditor.value as string]
+  return selectSource.code && editor?.content.trim() ? { origin:'sql', sourceCode:selectSource.code as string, query:editor.content } : null
+})
+const openCreation = (entry: DatasetCreationEntry) => {
+  datasetEntry.value = entry
+  creationModeVisible.value = false
+  datasetWizardVisible.value = true
+}
+const onCreateFromResult = () => { if (resultEntry.value) creationModeVisible.value = true }
+const onAddDataset = () => { creationModeVisible.value = true }
+const onExistingDataset = () => {
+  if (!resultEntry.value) return
+  datasetEntry.value = resultEntry.value
+  existingMappingVisible.value = true
+}
+const onDatasetSubmitted = (result: {code:string}) => {
+  datasetWizardVisible.value = false
+  existingMappingVisible.value = false
+  sidePanelRefresh.value++
+  router.push(result.code ? `/dataset/detail/${encodeURIComponent(result.code)}?submitted=1` : '/dataset')
 }
 
 const visibleQueryHelp = (value: boolean) => {
@@ -692,6 +744,7 @@ const onSnippetClosed = () => {
 }
 
 const onSearchHotkey = (event: KeyboardEvent) => {
+  if (creationModeVisible.value || datasetWizardVisible.value || existingMappingVisible.value) return
   if ((event.metaKey || event.ctrlKey) && event.key.toLowerCase() === 'k') {
     event.preventDefault()
     treeSearchRef.value?.focus()
diff --git a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
index e4074090d8..c0f1c7ca36 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QueryResultPanel.vue
@@ -1,6 +1,6 @@
 <template>
   <div class="flex min-h-0 flex-1 flex-col overflow-hidden">
-    <div class="flex shrink-0 items-center justify-between border-b border-line pl-2 pr-3">
+    <div class="flex shrink-0 flex-wrap items-center justify-between gap-2 border-b border-line py-1 pl-2 pr-3">
       <div class="flex items-center gap-1">
         <button v-for="tab in tabs"
                 :key="tab.key"
@@ -11,13 +11,10 @@
           {{ tab.label }}
         </button>
 
-        <MfButton size="sm" variant="ghost" class="ml-1" :disabled="!canAddDataset" @click="emit('add-dataset')">
-          <Plus :size="14"/>
-          {{ $t('query.result.addToDataset') }}
-        </MfButton>
+
       </div>
 
-      <div class="flex items-center gap-2">
+      <div class="flex max-w-full flex-wrap items-center gap-2">
         <MfButton size="sm" :disabled="!exportable" @click="onExport">
           <Download :size="14"/>
           {{ $t('common.export') }}
@@ -27,6 +24,8 @@
           <ChartColumn :size="14"/>
           {{ $t('dataset.common.visual') }}
         </MfButton>
+        <MfButton size="sm" variant="primary" :disabled="!canAddDataset" @click="emit('add-dataset')"><Plus :size="14"/>{{ $t('dataset.common.create') }}</MfButton>
+        <MfDropdown trigger="click" placement="bottomRight"><MfButton size="sm" :disabled="!canAddDataset" :aria-label="$t('dataset.prototype.moreCreation')">···</MfButton><template #overlay><button type="button" class="rounded-mf-md px-3 py-2 text-sm text-content hover:bg-surface-hover" @click="emit('existing-dataset')">{{ $t('dataset.prototype.applyExisting') }}</button></template></MfDropdown>
       </div>
     </div>
 
@@ -172,16 +171,19 @@ const props = withDefaults(defineProps<{
   sourceId?: number
   sourceCode?: string
   query?: string
+  datasetAvailable?: boolean
 }>(), {
   response: null,
   running: false,
   sourceId: undefined,
   sourceCode: undefined,
-  query: ''
+  query: '',
+  datasetAvailable: true
 })
 
 const emit = defineEmits<{
   (e: 'add-dataset'): void
+  (e: 'existing-dataset'): void
   (e: 'refresh'): void
 }>()
 
@@ -215,7 +217,8 @@ const rows = computed<any[]>(() => (isSuccess.value ? props.response?.data?.colu
 const rowCount = computed(() => rows.value.length)
 const hasRows = computed(() => isSuccess.value && rowCount.value > 0)
 const exportable = computed(() => hasResponse.value && isSuccess.value)
-const canAddDataset = computed(() => isSuccess.value && !!props.sourceCode)
+const canAddDataset = computed(() => isSuccess.value && props.response?.data?.isSuccessful !== false
+  && !!props.sourceCode && headers.value.length > 0 && !props.running && props.datasetAvailable)
 const elapsed = computed(() => props.response?.data?.processor?.elapsed ?? 0)
 const connectionElapsed = computed(() => props.response?.data?.connection?.elapsed ?? 0)
 
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
index fecef6aa75..5d5fb2abcc 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySidePanel.vue
@@ -52,7 +52,7 @@
                     <button type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="onCopySql(item.query)">
                       {{ $t('query.side.copySql') }}
                     </button>
-                    <button v-if="item.code" type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="router.push(`/dataset/info/${ item.code }`)">
+                    <button v-if="item.code" type="button" class="rounded-mf-md px-2.5 py-1.5 text-left text-sm text-content-secondary hover:bg-surface-hover hover:text-content" @click="router.push(`/dataset/detail/${ item.code }`)">
                       {{ $t('query.side.openDetail') }}
                     </button>
                   </div>
diff --git a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
index a3ddf0afe6..8bcdaa7a3d 100644
--- a/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
+++ b/core/metaforge-web/src/views/pages/admin/query/QuerySourcePicker.vue
@@ -70,10 +70,11 @@ import { computed, nextTick, ref, watch } from 'vue'
 import { Check, ChevronDown, Database, Search } from '@lucide/vue'
 import SourceService from '@/services/source'
 import { FilterModel } from '@/model/filter.ts'
+import type { SourceModel } from '@/model/source'
 
 defineOptions({ name: 'QuerySourcePicker' })
 
-const props = defineProps<{ modelValue?: string | null }>()
+const props = defineProps<{ modelValue?: string | null, selectedSource?: SourceModel | null }>()
 
 const emit = defineEmits<{
   (e: 'update:modelValue', value: string): void
@@ -103,7 +104,8 @@ const overlayWidth = ref(256)
 const itemMeta = (item: SourceOption) =>
   `${ item.type }${ item.version ? ' ' + item.version : '' } · ${ item.host ?? '' }:${ item.port ?? '' }`
 
-const current = computed(() => options.value.find(item => item.value === props.modelValue))
+const current = computed(() => options.value.find(item => item.value === props.modelValue)
+  || (props.selectedSource?.code ? mapOption(props.selectedSource) : undefined))
 const currentMeta = computed(() => (current.value ? itemMeta(current.value) : ''))
 
 /** The floating menu follows the trigger width (minus the dropdown's own p-1 padding). */

From b120d628f07b30bfbb471a1250e99745f1908bc8 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 13:04:51 -0400
Subject: [PATCH 49/56] fix(dataset): validate the wizard step form inline
 under the inputs

Pressing next ran a manual basic check that surfaced a page-level
alert; the basic step now submits the MfForm so required and
validator rules render under each input, the columns step surfaces
its errors inside the field card, and save on step one defers to the
same inline validation before continuing
---
 .../pages/admin/dataset/DatasetWizard.vue     | 70 +++++++++++++------
 .../dataset/components/DatasetColumns.vue     |  4 +-
 2 files changed, 51 insertions(+), 23 deletions(-)

diff --git a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
index 37fec3ab30..d466e75941 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/DatasetWizard.vue
@@ -88,6 +88,7 @@ const discardOpen = ref(false)
 let pendingLeave: (() => void) | null = null
 let saved = false
 const snapshot = () => JSON.stringify(form)
+const columnsExternalIssue = ref('')
 const dirty = computed(() => !!baseline.value && snapshot() !== baseline.value)
 
 function message(cause: unknown): string { return cause instanceof Error ? cause.message : t('dataset.editor.requestFailed') }
@@ -216,12 +217,15 @@ async function runPreview(): Promise<boolean> {
   catch (cause) { if (active && request === previewRequest) error.value = message(cause); return false }
   finally { if (active && request === previewRequest) running.value = false }
 }
-function validateBasic() {
-  if (!form.name.trim()) return 'dataset.validator.specifiedName'
-  if (!form.executor || !executors.value.some(item => item.name === form.executor)) return 'dataset.editor.executorRequired'
-  if (form.syncMode === 'TIMING' && (!form.expression.trim() || !form.scheduler || !schedulers.value.some(item => item.name === form.scheduler))) return 'dataset.editor.scheduleRequired'
-  return null
-}
+const basicFormRef = ref()
+const pendingSave = ref(false)
+
+// Step 0 validates through MfForm rules, so errors render inline under
+// each input instead of a page-level banner.
+const executorRules = [{ validator: (value: unknown) => executors.value.some(item => item.name === value) || t('dataset.editor.executorRequired') }]
+const schedulerRules = [{ validator: (value: unknown) => schedulers.value.some(item => item.name === value) || t('dataset.editor.scheduleRequired') }]
+const expressionRules = [{ validator: (value: unknown) => String(value ?? '').trim().length > 0 || t('dataset.editor.scheduleRequired') }]
+
 function validateColumns() {
   const issue = datasetColumnIssue(form.columns)
   if (issue) return issue
@@ -231,25 +235,39 @@ function validateColumns() {
 async function next() {
   if (busy.value) return
   error.value = ''
-  const issue = step.value === 0 ? validateBasic() : step.value === 2 ? validateColumns() : null
-  if (issue) { error.value = t(issue); return }
+  if (step.value === 0) {
+    try { await basicFormRef.value?.validate() }
+    catch { return }
+    columnsExternalIssue.value = ''
+    step.value = 1
+    return
+  }
   if (step.value === 1 && !previewCurrent.value && !(await runPreview())) return
-  if (step.value === 2 && form.columns.some(column => column.virtualColumn)) {
-    validatingColumns.value = true
-    try { assertResponse(await DatasetService.validateColumns(form.columns)) }
-    catch (cause) { error.value = message(cause); return }
-    finally { validatingColumns.value = false }
+  if (step.value === 2) {
+    const issue = validateColumns()
+    if (issue) { columnsExternalIssue.value = t(issue); return }
+    if (form.columns.some(column => column.virtualColumn)) {
+      validatingColumns.value = true
+      try { assertResponse(await DatasetService.validateColumns(form.columns)) }
+      catch (cause) { columnsExternalIssue.value = message(cause); return }
+      finally { validatingColumns.value = false }
+    }
   }
+  columnsExternalIssue.value = ''
   step.value = Math.min(3, step.value + 1)
 }
 async function save() {
   if (busy.value) return
   error.value = ''
-  const basicIssue = validateBasic()
+  if (step.value === 0) {
+    pendingSave.value = true
+    try { await basicFormRef.value?.validate() }
+    catch { pendingSave.value = false }
+    return
+  }
   const columnIssue = validateColumns()
-  if (basicIssue) { step.value = 0; error.value = t(basicIssue); return }
+  if (columnIssue) { step.value = 2; columnsExternalIssue.value = t(columnIssue); return }
   if (!previewCurrent.value) { step.value = 1; error.value = t('dataset.editor.previewRequired'); return }
-  if (columnIssue) { step.value = 2; error.value = t(columnIssue); return }
   saving.value = true
   try {
     const payload = {
@@ -269,6 +287,16 @@ async function save() {
   catch (cause) { error.value = message(cause) }
   finally { saving.value = false }
 }
+
+async function onBasicFinished() {
+  error.value = ''
+  columnsExternalIssue.value = ''
+  step.value = 1
+  if (pendingSave.value) {
+    pendingSave.value = false
+    await save()
+  }
+}
 async function loadPluginOptions(failOnError = false) {
   pluginsLoading.value = true
   try {
@@ -373,16 +401,16 @@ onBeforeUnmount(() => { active = false; selectionRequest++; sourceRequest++; tab
     <template v-else>
       <MfAlert v-if="error" role="alert" variant="danger" :title="error" class="mb-5"/>
       <div v-if="step === 0" class="grid items-stretch gap-6 lg:grid-cols-[minmax(0,1.85fr)_minmax(260px,1fr)]">
-        <MfForm :model="form" @finish="next">
+        <MfForm id="dataset-basic-form" ref="basicFormRef" :model="form" @finish="onBasicFinished">
           <h2 class="text-base font-semibold">{{ t('dataset.prototype.fillBasic') }}</h2>
           <MfFormItem name="name" :label="t('common.name')" :rules="[{required: true, message: t('dataset.validator.specifiedName')}]"><MfInput v-model="form.name" :placeholder="t('dataset.editor.namePlaceholder')"/></MfFormItem><p class="-mt-2 text-xs text-content-tertiary">{{ t('dataset.prototype.nameHelp') }}</p>
           <MfFormItem name="description" :label="t('common.description')"><MfTextarea v-model="form.description" :rows="3"/></MfFormItem>
           <div class="grid gap-4 sm:grid-cols-2">
-            <MfFormItem name="executor" :label="t('common.executor')"><MfSelect v-model="form.executor" :options="executorOptions" :placeholder="t('dataset.editor.chooseExecutor')" :empty-text="t('dataset.editor.noExecutors')" :loading="pluginsLoading"/><div v-if="!executors.length" class="mt-2 space-y-2"><p class="text-xs text-warning">{{ t('dataset.editor.noExecutorsHint') }}</p><MfButton size="sm" :loading="pluginsLoading" @click="loadPluginOptions()">{{ t('common.refresh') }}</MfButton></div></MfFormItem>
+            <MfFormItem name="executor" :label="t('common.executor')" :rules="executorRules"><MfSelect v-model="form.executor" :options="executorOptions" :placeholder="t('dataset.editor.chooseExecutor')" :empty-text="t('dataset.editor.noExecutors')" :loading="pluginsLoading"/><div v-if="!executors.length" class="mt-2 space-y-2"><p class="text-xs text-warning">{{ t('dataset.editor.noExecutorsHint') }}</p><MfButton size="sm" :loading="pluginsLoading" @click="loadPluginOptions()">{{ t('common.refresh') }}</MfButton></div></MfFormItem>
             <MfFormItem name="syncMode" :label="t('dataset.common.syncMode')"><MfSelect v-model="form.syncMode" :options="syncOptions"/></MfFormItem>
             <template v-if="form.syncMode === 'TIMING'">
-              <MfFormItem name="scheduler" :label="t('common.scheduler')"><MfSelect v-model="form.scheduler" :options="schedulerOptions" :placeholder="t('dataset.editor.chooseScheduler')" :empty-text="t('dataset.editor.noSchedulers')"/></MfFormItem>
-              <MfFormItem name="expression" :label="t('dataset.common.columnExpression')"><MfInput v-model="form.expression" placeholder="0 0 * * * ?"/></MfFormItem>
+              <MfFormItem name="scheduler" :label="t('common.scheduler')" :rules="schedulerRules"><MfSelect v-model="form.scheduler" :options="schedulerOptions" :placeholder="t('dataset.editor.chooseScheduler')" :empty-text="t('dataset.editor.noSchedulers')"/></MfFormItem>
+              <MfFormItem name="expression" :label="t('dataset.common.columnExpression')" :rules="expressionRules"><MfInput v-model="form.expression" placeholder="0 0 * * * ?"/></MfFormItem>
             </template>
           </div>
           <div class="flex items-start gap-2 rounded-mf-md border border-primary/15 bg-primary/5 px-4 py-3 text-xs leading-6 text-primary"><Info :size="16" class="mt-1 shrink-0"/><span>{{ t('dataset.prototype.sourceSafe') }}</span></div>
@@ -421,7 +449,7 @@ onBeforeUnmount(() => { active = false; selectionRequest++; sourceRequest++; tab
         </div>
       </div>
       <div v-else-if="step === 2" class="space-y-5">
-        <DatasetColumns v-model="form.columns" :refreshing="running" @refresh-columns="runPreview"/>
+        <DatasetColumns v-model="form.columns" :refreshing="running" :external-issue="columnsExternalIssue" @refresh-columns="runPreview"/>
         <details class="rounded-mf-lg border border-line px-4 py-3"><summary class="cursor-pointer text-sm font-medium">{{ t('dataset.common.dataLifeCycle') }}</summary><div class="mt-4 grid gap-4 sm:grid-cols-3"><MfFormItem name="lifeCycleColumn" :label="t('dataset.common.lifeCycleColumn')"><MfSelect v-model="form.lifeCycleColumn" clearable :options="dateColumns.map(column => ({label:column.name,value:column.name}))" :disabled="!dateColumns.length"/></MfFormItem><MfFormItem name="lifeCycleType" :label="t('dataset.common.lifeCycleType')"><MfSelect v-model="form.lifeCycleType" :disabled="!form.lifeCycleColumn" :options="['MONTH','WEEK','DAY','HOUR'].map(value => ({value,label:t(`dataset.common.lifeCycle${value[0] + value.slice(1).toLowerCase()}`)}))"/></MfFormItem><MfFormItem name="lifeCycle" :label="t('dataset.common.lifeCycleNumber')"><MfInputNumber v-model="form.lifeCycle" :min="1" :disabled="!form.lifeCycleColumn"/></MfFormItem></div></details>
       </div>
       <div v-else class="grid items-start gap-6 lg:grid-cols-[minmax(240px,0.7fr)_minmax(0,1.6fr)]">
diff --git a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
index 28f99efaa4..783b7aabad 100644
--- a/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
+++ b/core/metaforge-web/src/views/pages/admin/dataset/components/DatasetColumns.vue
@@ -5,7 +5,7 @@ import { ArrowDown, ArrowUp, Pencil, Plus, Search, Settings, Sparkles, Trash2 }
 import type { DatasetColumn } from '@/model/dataset-editor'
 import DatasetService from '@/services/dataset'
 
-const props = defineProps<{ modelValue: DatasetColumn[], refreshing?: boolean }>()
+const props = withDefaults(defineProps<{ modelValue: DatasetColumn[], refreshing?: boolean, externalIssue?: string }>(), { refreshing: false, externalIssue: '' })
 const emit = defineEmits<{ 'update:modelValue': [columns: DatasetColumn[]], 'refresh-columns': [] }>()
 const { t } = useI18n()
 const keyword = ref('')
@@ -175,7 +175,7 @@ function move(index: number, offset: number) {
       <div class="flex flex-wrap gap-2"><MfButton v-if="refreshing !== undefined" size="sm" :loading="refreshing" @click="emit('refresh-columns')"><Sparkles :size="14"/>{{ t('dataset.prototype.identifyAgain') }}</MfButton><MfButton size="sm" :disabled="!selected.size" @click="issue='';bulkOpen=true"><Settings :size="14"/>{{ t('dataset.prototype.bulkSettings') }}</MfButton><MfButton size="sm" variant="primary" @click="add"><Plus :size="14"/>{{ t('dataset.editor.addColumn') }}</MfButton></div>
     </div>
     <div class="flex flex-wrap items-center gap-3"><MfInput v-model="keyword" class="w-64" :placeholder="t('dataset.editor.searchColumns')" clearable><template #prefix><Search :size="14"/></template></MfInput><MfTag variant="primary">{{ t('dataset.prototype.fieldsCount',[modelValue.length]) }}</MfTag><MfTag v-if="selected.size">{{ t('dataset.prototype.selectedCount',[selected.size]) }}</MfTag><p class="ml-auto text-xs text-content-tertiary">{{ t('dataset.editor.keyHint') }}</p></div>
-    <MfAlert v-if="issue && !opened" variant="danger" :title="issue"/>
+    <MfAlert v-if="!opened && (externalIssue || issue)" variant="danger" :title="externalIssue || issue"/>
     <MfTable :columns="headers" :data-source="filtered" row-key="index" :empty-text="t('common.noData')">
       <template #header-selected><MfCheckbox :model-value="allSelected" :indeterminate="selected.size>0 && !allSelected" :aria-label="t('dataset.prototype.selectAllFields')" @update:model-value="selectAll(!!$event)"/></template>
       <template #cell-selected="{record}"><MfCheckbox :model-value="selected.has(record.name)" :aria-label="record.original || record.name" @update:model-value="toggleSelected(record.name,!!$event)"/></template>

From 2035019f5a68f5fb5ca31403e7db35223708a415 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 13:11:31 -0400
Subject: [PATCH 50/56] fix(ui): cap the teleported select popup height

The overlay composable writes a viewport-sized inline max-height that
overrode the popup's own cap, so long option lists (38 tables) rendered
unbounded down the screen; re-apply the 16rem cap after merging the
position style
---
 core/metaforge-ui/src/components/MfSelect.vue | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/core/metaforge-ui/src/components/MfSelect.vue b/core/metaforge-ui/src/components/MfSelect.vue
index 56a559e96e..0ba054dffc 100644
--- a/core/metaforge-ui/src/components/MfSelect.vue
+++ b/core/metaforge-ui/src/components/MfSelect.vue
@@ -245,7 +245,7 @@ watch(open, value => {
                 ref="overlay"
                 role="listbox"
                 class="fixed z-50 flex max-h-64 flex-col gap-1 overflow-y-auto rounded-mf-lg border border-line bg-surface p-1 shadow-mf-lg"
-                :style="[popupStyle, { width: triggerWidth + 'px' }]"
+                :style="[{ ...popupStyle, maxHeight: '16rem' }, { width: triggerWidth + 'px' }]"
             >
                 <template v-for="[group, groupOptions] in grouped" :key="group || 'default'">
                     <li v-if="group" class="px-2.5 pt-1.5 pb-1 text-xs font-semibold text-content-tertiary">

From c807e2d1f94dec463844e8c4b0ae229067958184 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 13:32:44 -0400
Subject: [PATCH 51/56] ci: add a database matrix workflow for the service test
 suite

Runs the server test module against MySQL and PostgreSQL service
containers as the first step of the multi-database support work;
PostgreSQL has no baseline schema yet and is wired for when the
migration lands
---
 .github/workflows/database-matrix.yml | 78 +++++++++++++++++++++++++++
 1 file changed, 78 insertions(+)
 create mode 100644 .github/workflows/database-matrix.yml

diff --git a/.github/workflows/database-matrix.yml b/.github/workflows/database-matrix.yml
new file mode 100644
index 0000000000..f40f01695c
--- /dev/null
+++ b/.github/workflows/database-matrix.yml
@@ -0,0 +1,78 @@
+name: database matrix
+
+on:
+  push:
+    branches: [ main, master, 2026.0.0 ]
+  pull_request:
+    branches: [ main, master, 2026.0.0 ]
+
+jobs:
+  tests:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        database: [ mysql, postgresql ]
+
+    services:
+      mysql:
+        image: mysql:8.0
+        if: matrix.database == 'mysql'
+        env:
+          MYSQL_ROOT_PASSWORD: metaforge
+          MYSQL_DATABASE: metaforge
+        ports:
+          - 3306:3306
+        options: >-
+          --health-cmd="mysqladmin ping -h localhost"
+          --health-interval=10s
+          --health-timeout=5s
+          --health-retries=10
+      postgres:
+        image: postgres:16
+        if: matrix.database == 'postgresql'
+        env:
+          POSTGRES_PASSWORD: metaforge
+          POSTGRES_DB: metaforge
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd="pg_isready -U postgres"
+          --health-interval=10s
+          --health-timeout=5s
+          --health-retries=10
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up JDK 21
+        uses: actions/setup-java@v4
+        with:
+          distribution: temurin
+          java-version: 21
+
+      - name: Set up Maven cache
+        uses: actions/cache@v4
+        with:
+          path: ~/.m2/repository
+          key: ${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}
+          restore-keys: ${{ runner.os }}-maven-
+
+      - name: Prepare database schema (mysql)
+        if: matrix.database == 'mysql'
+        run: >
+          mysql -h 127.0.0.1 -uroot -pmetaforge metaforge
+          < configure/schema/metaforge.sql
+
+      - name: Prepare database schema (postgresql)
+        if: matrix.database == 'postgresql'
+        run: |
+          echo "PostgreSQL baseline pending: see jpa-removal roadmap"
+
+      - name: Run service tests
+        env:
+          SPRING_DATASOURCE_URL: ${{ matrix.database == 'mysql' && 'jdbc:mysql://127.0.0.1:3306/metaforge?useSSL=false&allowPublicKeyRetrieval=true' || 'jdbc:postgresql://127.0.0.1:5432/metaforge' }}
+          SPRING_DATASOURCE_USERNAME: root
+          SPRING_DATASOURCE_PASSWORD: ${{ matrix.database == 'mysql' && 'metaforge' || 'metaforge' }}
+          METAFORGE_DATABASE_TYPE: ${{ matrix.database }}
+        run: JAVA_HOME=$JAVA_HOME ./mvnw -q test -pl core/metaforge-server -am -DskipTests=false

From f86fd28a80366e16b55e768b4e1ef3e70a08909d Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 21:48:16 -0400
Subject: [PATCH 52/56] feat(server): add a versioned multi-database schema
 changelog

Introduce a Liquibase changelog that creates the metadata schema on
H2, MySQL, PostgreSQL, SQL Server and Oracle and upgrades installations
made by the old setup scripts.

- baseline uses portable types and names; one-to-many links become id
  columns and many-to-many links become explicit link tables
- legacy changesets backfill the id columns from the relation tables,
  rename reserved and underscore-prefixed columns, then drop the tables
- seed the catalogue through bound parameters, resolved by code
- tests prove a legacy H2 or MySQL install converges to a fresh one

The changelog is not wired into startup or setup yet.
---
 core/metaforge-server/pom.xml                 |  52 ++
 .../server/migration/DatabaseMigrator.java    |  48 ++
 .../server/migration/LowerCaseH2Database.java |  16 +
 .../server/migration/SeedDataChange.java      | 226 ++++++++
 .../db/changelog/core/core-0001-baseline.xml  | 504 ++++++++++++++++++
 .../db/changelog/core/core-0002-seed.xml      |  17 +
 .../db/changelog/db.changelog-master.xml      |  31 ++
 .../db/changelog/legacy/legacy-upgrade.xml    | 341 ++++++++++++
 .../changelog/legacy/navigation-migration.sql |  50 ++
 .../src/main/resources/db/seed/baseline.json  | 386 ++++++++++++++
 .../migration/DatabaseMigratorTest.java       | 211 ++++++++
 .../server/support/TestDatabase.java          | 132 +++++
 12 files changed, 2014 insertions(+)
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/DatabaseMigrator.java
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/LowerCaseH2Database.java
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/SeedDataChange.java
 create mode 100644 core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml
 create mode 100644 core/metaforge-server/src/main/resources/db/changelog/core/core-0002-seed.xml
 create mode 100644 core/metaforge-server/src/main/resources/db/changelog/db.changelog-master.xml
 create mode 100644 core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml
 create mode 100644 core/metaforge-server/src/main/resources/db/changelog/legacy/navigation-migration.sql
 create mode 100644 core/metaforge-server/src/main/resources/db/seed/baseline.json
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/TestDatabase.java

diff --git a/core/metaforge-server/pom.xml b/core/metaforge-server/pom.xml
index c8d2871a06..948a8223ed 100644
--- a/core/metaforge-server/pom.xml
+++ b/core/metaforge-server/pom.xml
@@ -23,6 +23,9 @@
         <jaxb-api.version>2.3.1</jaxb-api.version>
         <jaxb-impl.version>2.3.1</jaxb-impl.version>
         <jaxb-core.version>2.3.0.1</jaxb-core.version>
+        <liquibase.version>4.9.1</liquibase.version>
+        <metadata.mssql.version>12.8.1.jre11</metadata.mssql.version>
+        <metadata.oracle.version>23.5.0.24.07</metadata.oracle.version>
     </properties>
 
     <dependencies>
@@ -67,11 +70,60 @@
             <version>1.4.200</version>
             <scope>runtime</scope>
         </dependency>
+        <!-- Versioned metadata schema: creates and upgrades every supported database. -->
+        <dependency>
+            <groupId>org.liquibase</groupId>
+            <artifactId>liquibase-core</artifactId>
+            <version>${liquibase.version}</version>
+        </dependency>
+        <!-- Drivers for the metadata databases the setup wizard offers. -->
+        <dependency>
+            <groupId>org.postgresql</groupId>
+            <artifactId>postgresql</artifactId>
+            <version>${metaforge.pgsql.version}</version>
+            <scope>runtime</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.microsoft.sqlserver</groupId>
+            <artifactId>mssql-jdbc</artifactId>
+            <version>${metadata.mssql.version}</version>
+            <scope>runtime</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.oracle.database.jdbc</groupId>
+            <artifactId>ojdbc11</artifactId>
+            <version>${metadata.oracle.version}</version>
+            <scope>runtime</scope>
+        </dependency>
         <dependency>
             <groupId>org.springframework.boot</groupId>
             <artifactId>spring-boot-starter-test</artifactId>
             <scope>test</scope>
         </dependency>
+        <dependency>
+            <groupId>org.testcontainers</groupId>
+            <artifactId>mysql</artifactId>
+            <version>${testcontainers.version}</version>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.testcontainers</groupId>
+            <artifactId>postgresql</artifactId>
+            <version>${testcontainers.version}</version>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.testcontainers</groupId>
+            <artifactId>mssqlserver</artifactId>
+            <version>${testcontainers.version}</version>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.testcontainers</groupId>
+            <artifactId>oracle-free</artifactId>
+            <version>${testcontainers.version}</version>
+            <scope>test</scope>
+        </dependency>
         <dependency>
             <groupId>mysql</groupId>
             <artifactId>mysql-connector-java</artifactId>
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/DatabaseMigrator.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/DatabaseMigrator.java
new file mode 100644
index 0000000000..691333ee17
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/DatabaseMigrator.java
@@ -0,0 +1,48 @@
+package org.devlive.metaforge.server.migration;
+
+import liquibase.Contexts;
+import liquibase.LabelExpression;
+import liquibase.Liquibase;
+import liquibase.database.Database;
+import liquibase.database.DatabaseFactory;
+import liquibase.database.core.H2Database;
+import liquibase.database.jvm.JdbcConnection;
+import liquibase.resource.ClassLoaderResourceAccessor;
+import liquibase.structure.core.Table;
+
+import java.sql.Connection;
+
+/**
+ * Brings a metadata database to the latest changelog version: creates the schema on an
+ * empty database, upgrades installations made by older releases and applies every
+ * pending changeset. Safe to run on every boot.
+ */
+public final class DatabaseMigrator
+{
+    public static final String CHANGELOG = "db/changelog/db.changelog-master.xml";
+    public static final String CHANGELOG_TABLE = "metaforge_changelog";
+    public static final String CHANGELOG_LOCK_TABLE = "metaforge_changelog_lock";
+
+    private DatabaseMigrator()
+    {
+    }
+
+    /**
+     * Migrates through the given connection; the caller keeps ownership of the connection.
+     */
+    public static void migrate(Connection connection)
+            throws Exception
+    {
+        JdbcConnection jdbcConnection = new JdbcConnection(connection);
+        Database database = DatabaseFactory.getInstance().findCorrectDatabaseImplementation(jdbcConnection);
+        if (database instanceof H2Database && connection.getMetaData().storesLowerCaseIdentifiers()) {
+            database = new LowerCaseH2Database();
+            database.setConnection(jdbcConnection);
+        }
+        // Liquibase looks the history tables up verbatim, so fold the names the way the database does.
+        database.setDatabaseChangeLogTableName(database.correctObjectName(CHANGELOG_TABLE, Table.class));
+        database.setDatabaseChangeLogLockTableName(database.correctObjectName(CHANGELOG_LOCK_TABLE, Table.class));
+        Liquibase liquibase = new Liquibase(CHANGELOG, new ClassLoaderResourceAccessor(DatabaseMigrator.class.getClassLoader()), database);
+        liquibase.update(new Contexts(), new LabelExpression());
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/LowerCaseH2Database.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/LowerCaseH2Database.java
new file mode 100644
index 0000000000..12a0444949
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/LowerCaseH2Database.java
@@ -0,0 +1,16 @@
+package org.devlive.metaforge.server.migration;
+
+import liquibase.database.core.H2Database;
+
+/**
+ * H2 opened with DATABASE_TO_LOWER (the embedded store) folds unquoted names to lower case,
+ * while Liquibase's H2 support assumes upper case and then misses every existing table.
+ */
+public class LowerCaseH2Database
+        extends H2Database
+{
+    public LowerCaseH2Database()
+    {
+        unquotedObjectsAreUppercased = Boolean.FALSE;
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/SeedDataChange.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/SeedDataChange.java
new file mode 100644
index 0000000000..1fff8fb24d
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/SeedDataChange.java
@@ -0,0 +1,226 @@
+package org.devlive.metaforge.server.migration;
+
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import liquibase.change.custom.CustomTaskChange;
+import liquibase.database.Database;
+import liquibase.database.jvm.JdbcConnection;
+import liquibase.exception.CustomChangeException;
+import liquibase.exception.SetupException;
+import liquibase.exception.ValidationErrors;
+import liquibase.resource.ResourceAccessor;
+import lombok.Getter;
+import lombok.Setter;
+
+import java.io.InputStream;
+import java.sql.Connection;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.sql.Timestamp;
+import java.sql.Types;
+import java.util.Iterator;
+import java.util.Map;
+import java.util.UUID;
+
+/**
+ * Inserts the baseline catalogue from a JSON resource with bound parameters, so the
+ * same seed works on every supported database (no vendor literals, no fixed ids).
+ * Menus reference their parent and roles their menus by code.
+ */
+@Getter
+@Setter
+public class SeedDataChange
+        implements CustomTaskChange
+{
+    private String resource;
+
+    @Override
+    public void execute(Database database)
+            throws CustomChangeException
+    {
+        Connection connection = ((JdbcConnection) database.getConnection()).getUnderlyingConnection();
+        try (InputStream stream = SeedDataChange.class.getClassLoader().getResourceAsStream(resource)) {
+            if (stream == null) {
+                throw new CustomChangeException("Seed resource not found: " + resource);
+            }
+            JsonNode seed = new ObjectMapper().readTree(stream);
+            Timestamp now = new Timestamp(System.currentTimeMillis());
+            seedRoles(connection, seed.path("roles"), now);
+            seedMenus(connection, seed.path("menus"), now);
+            seedRoleMenus(connection, seed.path("roleMenus"));
+            seedFunctions(connection, seed.path("functions"), now);
+            seedSchedules(connection, seed.path("schedules"), now);
+        }
+        catch (CustomChangeException e) {
+            throw e;
+        }
+        catch (Exception e) {
+            throw new CustomChangeException("Failed to apply seed " + resource, e);
+        }
+    }
+
+    private void seedRoles(Connection connection, JsonNode roles, Timestamp now)
+            throws SQLException
+    {
+        try (PreparedStatement insert = connection.prepareStatement(
+                "INSERT INTO metaforge_role (code, name, description, active, create_time, update_time) VALUES (?, ?, ?, ?, ?, ?)")) {
+            for (JsonNode role : roles) {
+                insert.setString(1, role.path("code").asText());
+                insert.setString(2, role.path("name").asText());
+                setString(insert, 3, role.path("description"));
+                insert.setBoolean(4, role.path("active").asBoolean(true));
+                insert.setTimestamp(5, now);
+                insert.setTimestamp(6, now);
+                insert.executeUpdate();
+            }
+        }
+    }
+
+    private void seedMenus(Connection connection, JsonNode menus, Timestamp now)
+            throws SQLException
+    {
+        try (PreparedStatement insert = connection.prepareStatement(
+                "INSERT INTO metaforge_menu (code, name, description, url, group_name, sorted, type, parent, active, i18n_key, icon, redirect, is_new, create_time, update_time) "
+                        + "VALUES (?, ?, ?, ?, ?, ?, ?, 0, ?, ?, ?, 0, ?, ?, ?)")) {
+            for (JsonNode menu : menus) {
+                insert.setString(1, menu.path("code").asText());
+                insert.setString(2, menu.path("name").asText());
+                setString(insert, 3, menu.path("description"));
+                insert.setString(4, menu.path("url").asText());
+                setString(insert, 5, menu.path("group"));
+                insert.setInt(6, menu.path("sorted").asInt());
+                insert.setString(7, menu.path("type").asText("VIEW"));
+                insert.setBoolean(8, menu.path("active").asBoolean(true));
+                setString(insert, 9, menu.path("i18nKey"));
+                setString(insert, 10, menu.path("icon"));
+                insert.setBoolean(11, menu.path("isNew").asBoolean(false));
+                insert.setTimestamp(12, now);
+                insert.setTimestamp(13, now);
+                insert.executeUpdate();
+            }
+        }
+        // Parents are resolved once every menu exists, independent of the seed order.
+        try (PreparedStatement update = connection.prepareStatement("UPDATE metaforge_menu SET parent = ? WHERE code = ?")) {
+            for (JsonNode menu : menus) {
+                JsonNode parent = menu.path("parent");
+                if (!parent.isTextual()) {
+                    continue;
+                }
+                update.setLong(1, idByCode(connection, "metaforge_menu", parent.asText()));
+                update.setString(2, menu.path("code").asText());
+                update.executeUpdate();
+            }
+        }
+    }
+
+    private void seedRoleMenus(Connection connection, JsonNode roleMenus)
+            throws SQLException
+    {
+        try (PreparedStatement insert = connection.prepareStatement("INSERT INTO metaforge_role_menu (role_id, menu_id) VALUES (?, ?)")) {
+            Iterator<Map.Entry<String, JsonNode>> entries = roleMenus.fields();
+            while (entries.hasNext()) {
+                Map.Entry<String, JsonNode> entry = entries.next();
+                long roleId = idByCode(connection, "metaforge_role", entry.getKey());
+                for (JsonNode menuCode : entry.getValue()) {
+                    insert.setLong(1, roleId);
+                    insert.setLong(2, idByCode(connection, "metaforge_menu", menuCode.asText()));
+                    insert.executeUpdate();
+                }
+            }
+        }
+    }
+
+    private void seedFunctions(Connection connection, JsonNode functions, Timestamp now)
+            throws SQLException
+    {
+        try (PreparedStatement insert = connection.prepareStatement(
+                "INSERT INTO metaforge_function (code, name, content, description, plugin, example, type, active, create_time, update_time) "
+                        + "VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)")) {
+            for (JsonNode function : functions) {
+                insert.setString(1, function.path("code").asText());
+                insert.setString(2, function.path("name").asText());
+                insert.setString(3, function.path("content").asText());
+                setString(insert, 4, function.path("description"));
+                insert.setString(5, function.path("plugin").asText());
+                setString(insert, 6, function.path("example"));
+                insert.setString(7, function.path("type").asText());
+                insert.setBoolean(8, function.path("active").asBoolean(true));
+                insert.setTimestamp(9, now);
+                insert.setTimestamp(10, now);
+                insert.executeUpdate();
+            }
+        }
+    }
+
+    private void seedSchedules(Connection connection, JsonNode schedules, Timestamp now)
+            throws SQLException
+    {
+        try (PreparedStatement insert = connection.prepareStatement(
+                "INSERT INTO metaforge_scheduled (code, name, description, expression, type, active, is_system, create_time, update_time) "
+                        + "VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)")) {
+            for (JsonNode schedule : schedules) {
+                insert.setString(1, UUID.randomUUID().toString().replace("-", ""));
+                insert.setString(2, schedule.path("name").asText());
+                setString(insert, 3, schedule.path("description"));
+                insert.setString(4, schedule.path("expression").asText());
+                insert.setString(5, schedule.path("type").asText());
+                insert.setBoolean(6, schedule.path("active").asBoolean(true));
+                insert.setBoolean(7, schedule.path("system").asBoolean(true));
+                insert.setTimestamp(8, now);
+                insert.setTimestamp(9, now);
+                insert.executeUpdate();
+            }
+        }
+    }
+
+    private static long idByCode(Connection connection, String table, String code)
+            throws SQLException
+    {
+        try (PreparedStatement select = connection.prepareStatement("SELECT id FROM " + table + " WHERE code = ?")) {
+            select.setString(1, code);
+            try (ResultSet result = select.executeQuery()) {
+                if (!result.next()) {
+                    throw new SQLException(String.format("Seed references unknown %s code [ %s ]", table, code));
+                }
+                return result.getLong(1);
+            }
+        }
+    }
+
+    private static void setString(PreparedStatement statement, int index, JsonNode value)
+            throws SQLException
+    {
+        if (value.isTextual()) {
+            statement.setString(index, value.asText());
+        }
+        else {
+            statement.setNull(index, Types.VARCHAR);
+        }
+    }
+
+    @Override
+    public String getConfirmationMessage()
+    {
+        return "Baseline catalogue seeded from " + resource;
+    }
+
+    @Override
+    public void setUp()
+            throws SetupException
+    {
+    }
+
+    @Override
+    public void setFileOpener(ResourceAccessor resourceAccessor)
+    {
+    }
+
+    @Override
+    public ValidationErrors validate(Database database)
+    {
+        ValidationErrors errors = new ValidationErrors();
+        errors.checkRequiredField("resource", resource);
+        return errors;
+    }
+}
diff --git a/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml b/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml
new file mode 100644
index 0000000000..66e72a8554
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml
@@ -0,0 +1,504 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!-- Fresh-install schema. Skipped when an installation already holds the metadata tables. -->
+<databaseChangeLog
+        xmlns="http://www.liquibase.org/xml/ns/dbchangelog"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+        xsi:schemaLocation="http://www.liquibase.org/xml/ns/dbchangelog
+        http://www.liquibase.org/xml/ns/dbchangelog/dbchangelog-4.9.xsd">
+
+    <changeSet id="core-0001-baseline" author="metaforge">
+        <preConditions onFail="MARK_RAN">
+            <not>
+                <tableExists tableName="metaforge_user"/>
+            </not>
+        </preConditions>
+        <createTable tableName="metaforge_user">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_user" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(100)"/>
+            <column name="code" type="${string}(200)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="username" type="${string}(255)"/>
+            <column name="password" type="${string}(255)"/>
+            <column name="chat_configure" type="${text}"/>
+            <column name="is_system" type="${flag}" defaultValueBoolean="false"/>
+            <column name="editor_configure" type="${text}"/>
+            <column name="avatar_configure" type="${text}"/>
+            <column name="notify_configure" type="${text}"/>
+        </createTable>
+        <createTable tableName="metaforge_role">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_role" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${string}(1000)"/>
+        </createTable>
+        <addUniqueConstraint tableName="metaforge_role" columnNames="code" constraintName="uk_metaforge_role_code"/>
+        <createTable tableName="metaforge_menu">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_menu" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="code" type="${string}(255)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${string}(255)"/>
+            <column name="url" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="group_name" type="${string}(255)"/>
+            <column name="sorted" type="INT" defaultValueNumeric="0"/>
+            <column name="type" type="${string}(10)" defaultValue="VIEW"/>
+            <column name="parent" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="i18n_key" type="${string}(255)"/>
+            <column name="icon" type="${string}(255)"/>
+            <column name="redirect" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="is_new" type="${flag}" defaultValueBoolean="false"/>
+        </createTable>
+        <createTable tableName="metaforge_configure">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_configure" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(128)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="code" type="${string}(64)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="category" type="${string}(32)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="configure" type="${text}"/>
+            <column name="description" type="${string}(512)"/>
+        </createTable>
+        <addUniqueConstraint tableName="metaforge_configure" columnNames="category, name" constraintName="uk_configure_category_name"/>
+        <createTable tableName="metaforge_chat">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_chat" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="avatar" type="${string}(255)"/>
+            <column name="description" type="${string}(255)"/>
+            <column name="user_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_chat" indexName="idx_chat_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_message">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_message" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="content" type="${text}"/>
+            <column name="model" type="${string}(255)"/>
+            <column name="type" type="${string}(100)"/>
+            <column name="prompt_tokens" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="completion_tokens" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="total_tokens" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="user_id" type="BIGINT"/>
+            <column name="chat_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_message" indexName="idx_message_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_message" indexName="idx_message_chat_id">
+            <column name="chat_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_dashboard">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_dashboard" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="configure" type="${text}"/>
+            <column name="description" type="${string}(1000)"/>
+            <column name="avatar" type="${text}"/>
+            <column name="version" type="${string}(100)" defaultValue="2.0"/>
+            <column name="user_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_dashboard" indexName="idx_dashboard_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_report">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_report" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="configure" type="${text}"/>
+            <column name="type" type="${string}(255)"/>
+            <column name="realtime" type="${flag}" defaultValueBoolean="false"/>
+            <column name="query" type="${text}"/>
+            <column name="description" type="${string}(2000)"/>
+            <column name="user_id" type="BIGINT"/>
+            <column name="source_id" type="BIGINT"/>
+            <column name="dataset_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_report" indexName="idx_report_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_report" indexName="idx_report_source_id">
+            <column name="source_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_report" indexName="idx_report_dataset_id">
+            <column name="dataset_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_dataset">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_dataset" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${text}"/>
+            <column name="query" type="${text}"/>
+            <column name="sync_mode" type="${string}(100)"/>
+            <column name="expression" type="${string}(100)"/>
+            <column name="state" type="${string}(100)"/>
+            <column name="message" type="${text}"/>
+            <column name="table_name" type="${string}(255)"/>
+            <column name="scheduler" type="${string}(100)" defaultValue="LocalScheduler"/>
+            <column name="executor" type="${string}(100)" defaultValue="Local"/>
+            <column name="total_rows" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="total_size" type="${string}(100)"/>
+            <column name="life_cycle" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="life_cycle_column" type="${string}(100)"/>
+            <column name="life_cycle_type" type="${string}(100)"/>
+            <column name="user_id" type="BIGINT"/>
+            <column name="source_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_dataset" indexName="idx_dataset_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_dataset" indexName="idx_dataset_source_id">
+            <column name="source_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_dataset_column">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_dataset_column" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${text}"/>
+            <column name="type" type="${string}(100)"/>
+            <column name="column_comment" type="${string}(255)"/>
+            <column name="original" type="${string}(255)"/>
+            <column name="default_value" type="${string}(255)"/>
+            <column name="expression" type="${text}"/>
+            <column name="position" type="INT"/>
+            <column name="is_nullable" type="${flag}" defaultValueBoolean="false"/>
+            <column name="length" type="INT"/>
+            <column name="dataset_id" type="BIGINT"/>
+            <column name="is_order_by_key" type="${flag}" defaultValueBoolean="false"/>
+            <column name="column_mode" type="${string}(100)" defaultValue="DIMENSION"/>
+            <column name="is_partition_key" type="${flag}" defaultValueBoolean="false"/>
+            <column name="alias_name" type="${string}(200)"/>
+            <column name="is_primary_key" type="${flag}" defaultValueBoolean="false"/>
+            <column name="is_sampling_key" type="${flag}" defaultValueBoolean="false"/>
+            <column name="is_custom_column" type="${flag}" defaultValueBoolean="false"/>
+            <column name="is_virtual_column" type="${flag}" defaultValueBoolean="false"/>
+        </createTable>
+        <createIndex tableName="metaforge_dataset_column" indexName="idx_dscol_dataset_id">
+            <column name="dataset_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_dataset_history">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_dataset_history" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="query" type="${text}"/>
+            <column name="message" type="${text}"/>
+            <column name="elapsed" type="BIGINT"/>
+            <column name="count" type="INT"/>
+            <column name="total_count" type="BIGINT"/>
+            <column name="processed_count" type="BIGINT"/>
+            <column name="progress" type="DECIMAL(5,2)"/>
+            <column name="task_name" type="${string}(64)"/>
+            <column name="work_home" type="${string}(512)"/>
+            <column name="executor_configure" type="${text}"/>
+            <column name="query_mode" type="${string}(255)"/>
+            <column name="state" type="${string}(255)"/>
+            <column name="dataset_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_dataset_history" indexName="idx_dshist_dataset_id">
+            <column name="dataset_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_function">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_function" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="content" type="${string}(255)"/>
+            <column name="description" type="${text}"/>
+            <column name="plugin" type="${string}(255)"/>
+            <column name="example" type="${text}"/>
+            <column name="type" type="${string}(20)" defaultValue="KEYWORD"/>
+        </createTable>
+        <createTable tableName="metaforge_notification">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_notification" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="content" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="type" type="${string}(255)"/>
+            <column name="is_read" type="${flag}" defaultValueBoolean="false">
+                <constraints nullable="false"/>
+            </column>
+            <column name="user_id" type="BIGINT"/>
+            <column name="entity_type" type="${string}(255)"/>
+            <column name="entity_code" type="${string}(255)"/>
+            <column name="entity_name" type="${string}(255)"/>
+            <column name="entity_exists" type="${flag}" defaultValueBoolean="true">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <createIndex tableName="metaforge_notification" indexName="idx_notify_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_scheduled">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_scheduled" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${text}"/>
+            <column name="expression" type="${string}(100)"/>
+            <column name="is_system" type="${flag}" defaultValueBoolean="true"/>
+            <column name="type" type="${string}(255)"/>
+        </createTable>
+        <createTable tableName="metaforge_scheduled_history">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_scheduled_history" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="info" type="${text}"/>
+            <column name="state" type="${string}(100)"/>
+            <column name="message" type="${text}"/>
+            <column name="scheduled_id" type="BIGINT"/>
+            <column name="source_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_scheduled_history" indexName="idx_schhist_scheduled_id">
+            <column name="scheduled_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_scheduled_history" indexName="idx_schhist_source_id">
+            <column name="source_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_snippet">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_snippet" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${string}(255)"/>
+            <column name="context" type="${text}"/>
+            <column name="user_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_snippet" indexName="idx_snippet_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_source">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_source" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="description" type="${string}(255)"/>
+            <column name="source_type" type="${string}(100)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="protocol" type="${string}(255)"/>
+            <column name="host" type="${string}(255)">
+                <constraints nullable="false"/>
+            </column>
+            <column name="port" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="username" type="${string}(255)"/>
+            <column name="password" type="${string}(255)"/>
+            <column name="catalog_name" type="${string}(255)"/>
+            <column name="database_name" type="${string}(255)"/>
+            <column name="use_ssl" type="${flag}" defaultValueBoolean="false"/>
+            <column name="is_public" type="${flag}" defaultValueBoolean="false"/>
+            <column name="configure" type="${text}"/>
+            <column name="used_config" type="${flag}" defaultValueBoolean="false"/>
+            <column name="version" type="${string}(255)"/>
+            <column name="available" type="${flag}" defaultValueBoolean="true"/>
+            <column name="message" type="${text}"/>
+            <column name="user_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_source" indexName="idx_source_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_source_query">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_source_query" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="state" type="${string}(255)"/>
+            <column name="content" type="${text}"/>
+            <column name="message" type="${text}"/>
+            <column name="elapsed" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="count" type="BIGINT" defaultValueNumeric="0"/>
+            <column name="query_mode" type="${string}(100)" defaultValue="ADHOC"/>
+            <column name="home" type="${string}(500)"/>
+            <column name="format" type="${string}(100)" defaultValue="Json"/>
+            <column name="source_id" type="BIGINT"/>
+            <column name="user_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_source_query" indexName="idx_srcquery_source_id">
+            <column name="source_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_source_query" indexName="idx_srcquery_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_user_log">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_user_log" nullable="false"/>
+            </column>
+            <column name="device" type="${string}(255)"/>
+            <column name="client" type="${string}(255)"/>
+            <column name="ip" type="${string}(100)"/>
+            <column name="message" type="${string}(255)"/>
+            <column name="state" type="${string}(20)"/>
+            <column name="ua" type="${string}(255)"/>
+            <column name="user_id" type="BIGINT"/>
+            <column name="create_time" type="${instant}"/>
+        </createTable>
+        <createIndex tableName="metaforge_user_log" indexName="idx_userlog_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_workflow">
+            <column name="id" type="BIGINT" autoIncrement="true">
+                <constraints primaryKey="true" primaryKeyName="pk_workflow" nullable="false"/>
+            </column>
+            <column name="name" type="${string}(255)"/>
+            <column name="code" type="${string}(100)"/>
+            <column name="active" type="${flag}" defaultValueBoolean="true"/>
+            <column name="create_time" type="${instant}"/>
+            <column name="update_time" type="${instant}"/>
+            <column name="state" type="${string}(255)"/>
+            <column name="message" type="${string}(255)"/>
+            <column name="work" type="${string}(255)"/>
+            <column name="elapsed" type="BIGINT"/>
+            <column name="executor" type="${string}(255)"/>
+            <column name="configure" type="${text}"/>
+            <column name="from_source_id" type="BIGINT"/>
+            <column name="to_source_id" type="BIGINT"/>
+            <column name="user_id" type="BIGINT"/>
+        </createTable>
+        <createIndex tableName="metaforge_workflow" indexName="idx_workflow_user_id">
+            <column name="user_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_workflow" indexName="idx_workflow_from_source_id">
+            <column name="from_source_id"/>
+        </createIndex>
+        <createIndex tableName="metaforge_workflow" indexName="idx_workflow_to_source_id">
+            <column name="to_source_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_user_role">
+            <column name="user_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="role_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <addPrimaryKey tableName="metaforge_user_role" columnNames="user_id, role_id" constraintName="pk_user_role"/>
+        <createIndex tableName="metaforge_user_role" indexName="idx_user_role_role_id">
+            <column name="role_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_role_menu">
+            <column name="role_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="menu_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <addPrimaryKey tableName="metaforge_role_menu" columnNames="role_id, menu_id" constraintName="pk_role_menu"/>
+        <createIndex tableName="metaforge_role_menu" indexName="idx_role_menu_menu_id">
+            <column name="menu_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_dashboard_report">
+            <column name="dashboard_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="report_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <addPrimaryKey tableName="metaforge_dashboard_report" columnNames="dashboard_id, report_id" constraintName="pk_dashboard_report"/>
+        <createIndex tableName="metaforge_dashboard_report" indexName="idx_dashboard_report_report_id">
+            <column name="report_id"/>
+        </createIndex>
+    </changeSet>
+</databaseChangeLog>
diff --git a/core/metaforge-server/src/main/resources/db/changelog/core/core-0002-seed.xml b/core/metaforge-server/src/main/resources/db/changelog/core/core-0002-seed.xml
new file mode 100644
index 0000000000..815e49d9e8
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/db/changelog/core/core-0002-seed.xml
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!-- Baseline catalogue (roles, menus, functions, system schedules) for fresh installs only. -->
+<databaseChangeLog
+        xmlns="http://www.liquibase.org/xml/ns/dbchangelog"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+        xsi:schemaLocation="http://www.liquibase.org/xml/ns/dbchangelog
+        http://www.liquibase.org/xml/ns/dbchangelog/dbchangelog-4.9.xsd">
+
+    <changeSet id="core-0002-seed" author="metaforge">
+        <preConditions onFail="MARK_RAN">
+            <sqlCheck expectedResult="0">SELECT COUNT(*) FROM metaforge_menu</sqlCheck>
+        </preConditions>
+        <customChange class="org.devlive.metaforge.server.migration.SeedDataChange">
+            <param name="resource" value="db/seed/baseline.json"/>
+        </customChange>
+    </changeSet>
+</databaseChangeLog>
diff --git a/core/metaforge-server/src/main/resources/db/changelog/db.changelog-master.xml b/core/metaforge-server/src/main/resources/db/changelog/db.changelog-master.xml
new file mode 100644
index 0000000000..93e4ffaf62
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/db/changelog/db.changelog-master.xml
@@ -0,0 +1,31 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  MetaForge metadata schema, applied automatically on boot and by the setup wizard.
+
+  Rules:
+  - A changeset that has been released is immutable; every schema change is a new changeset.
+  - Changeset ids follow <module>-<4 digits>-<slug>.
+  - Column types go through the portable placeholders below, never vendor types.
+  - No foreign key relation tables: one-to-many links are plain id columns,
+    many-to-many links are explicit link tables with a composite primary key.
+-->
+<databaseChangeLog
+        xmlns="http://www.liquibase.org/xml/ns/dbchangelog"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+        xsi:schemaLocation="http://www.liquibase.org/xml/ns/dbchangelog
+        http://www.liquibase.org/xml/ns/dbchangelog/dbchangelog-4.9.xsd">
+
+    <!-- SQL Server keeps Unicode only in N-types; the other databases store UTF-8 in plain types. -->
+    <property name="string" value="NVARCHAR" dbms="mssql"/>
+    <property name="string" value="VARCHAR"/>
+    <property name="text" value="NVARCHAR(MAX)" dbms="mssql"/>
+    <property name="text" value="CLOB"/>
+    <property name="flag" value="BOOLEAN"/>
+    <property name="instant" value="DATETIME"/>
+
+    <!-- Upgrades installations created before the changelog existed (MySQL / H2 only). -->
+    <include file="legacy/legacy-upgrade.xml" relativeToChangelogFile="true"/>
+
+    <include file="core/core-0001-baseline.xml" relativeToChangelogFile="true"/>
+    <include file="core/core-0002-seed.xml" relativeToChangelogFile="true"/>
+</databaseChangeLog>
diff --git a/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml b/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml
new file mode 100644
index 0000000000..26698ab492
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml
@@ -0,0 +1,341 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  Upgrades installations created by the pre-changelog setup scripts (MySQL and H2 only).
+
+  Every changeset is guarded by the legacy marker table metaforge_user_role_relation, which is
+  dropped by the last changeset; fresh installs therefore mark the whole file as ran.
+  Order: pending ad-hoc migrations -> link columns -> backfill from relation tables ->
+  link tables -> portable column names -> drop relation tables.
+-->
+<databaseChangeLog
+        xmlns="http://www.liquibase.org/xml/ns/dbchangelog"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+        xsi:schemaLocation="http://www.liquibase.org/xml/ns/dbchangelog
+        http://www.liquibase.org/xml/ns/dbchangelog/dbchangelog-4.9.xsd">
+
+    <changeSet id="legacy-0001-column-expression" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <not>
+                <columnExists tableName="metaforge_dataset_column" columnName="expression"/>
+            </not>
+        </preConditions>
+        <addColumn tableName="metaforge_dataset_column">
+            <column name="expression" type="${text}"/>
+        </addColumn>
+    </changeSet>
+
+    <changeSet id="legacy-0002-source-type" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+        </preConditions>
+        <comment>Redis ships as a single JDBC-backed connector named "Redis".</comment>
+        <update tableName="metaforge_source">
+            <column name="_type" value="Redis"/>
+            <where>_type = 'Redis Jdbc'</where>
+        </update>
+    </changeSet>
+
+    <changeSet id="legacy-0003-navigation" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <or>
+                <not>
+                    <tableExists tableName="metaforge_schema_migration"/>
+                </not>
+                <sqlCheck expectedResult="0">
+                    SELECT COUNT(*) FROM metaforge_schema_migration
+                    WHERE migration_key = 'navigation-user-admin-v1' AND applied_at IS NOT NULL
+                </sqlCheck>
+            </or>
+        </preConditions>
+        <sqlFile path="navigation-migration.sql" relativeToChangelogFile="true" encoding="UTF-8"/>
+    </changeSet>
+
+    <changeSet id="legacy-0004-link-columns" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <not>
+                <columnExists tableName="metaforge_dataset" columnName="source_id"/>
+            </not>
+        </preConditions>
+        <addColumn tableName="metaforge_chat">
+            <column name="user_id" type="BIGINT"/>
+        </addColumn>
+        <addColumn tableName="metaforge_message">
+            <column name="user_id" type="BIGINT"/>
+            <column name="chat_id" type="BIGINT"/>
+        </addColumn>
+        <addColumn tableName="metaforge_dashboard">
+            <column name="user_id" type="BIGINT"/>
+        </addColumn>
+        <addColumn tableName="metaforge_report">
+            <column name="user_id" type="BIGINT"/>
+            <column name="source_id" type="BIGINT"/>
+            <column name="dataset_id" type="BIGINT"/>
+        </addColumn>
+        <addColumn tableName="metaforge_dataset">
+            <column name="user_id" type="BIGINT"/>
+            <column name="source_id" type="BIGINT"/>
+        </addColumn>
+        <addColumn tableName="metaforge_dataset_history">
+            <column name="dataset_id" type="BIGINT"/>
+        </addColumn>
+        <addColumn tableName="metaforge_scheduled_history">
+            <column name="scheduled_id" type="BIGINT"/>
+            <column name="source_id" type="BIGINT"/>
+        </addColumn>
+        <modifyDataType tableName="metaforge_dataset_column" columnName="dataset_id" newDataType="BIGINT"/>
+    </changeSet>
+
+    <changeSet id="legacy-0005-backfill-links" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+        </preConditions>
+        <sql>
+            UPDATE metaforge_chat SET user_id = (SELECT MAX(r.user_id) FROM metaforge_chat_user_relation r WHERE r.chat_id = metaforge_chat.id);
+            UPDATE metaforge_message SET user_id = (SELECT MAX(r.user_id) FROM metaforge_message_user_relation r WHERE r.message_id = metaforge_message.id);
+            UPDATE metaforge_message SET chat_id = (SELECT MAX(r.chat_id) FROM metaforge_message_chat_relation r WHERE r.message_id = metaforge_message.id);
+            UPDATE metaforge_dashboard SET user_id = (SELECT MAX(r.user_id) FROM metaforge_dashboard_user_relation r WHERE r.dashboard_id = metaforge_dashboard.id);
+            UPDATE metaforge_report SET user_id = (SELECT MAX(r.user_id) FROM metaforge_report_user_relation r WHERE r.report_id = metaforge_report.id);
+            UPDATE metaforge_report SET source_id = (SELECT MAX(r.source_id) FROM metaforge_report_source_relation r WHERE r.report_id = metaforge_report.id);
+            UPDATE metaforge_report SET dataset_id = (SELECT MAX(r.dataset_id) FROM metaforge_report_dataset_relation r WHERE r.report_id = metaforge_report.id);
+            UPDATE metaforge_dataset SET user_id = (SELECT MAX(r.user_id) FROM metaforge_dataset_user_relation r WHERE r.dataset_id = metaforge_dataset.id);
+            UPDATE metaforge_dataset SET source_id = (SELECT MAX(r.source_id) FROM metaforge_dataset_source_relation r WHERE r.dataset_id = metaforge_dataset.id);
+            UPDATE metaforge_dataset_column SET dataset_id = (SELECT MAX(r.dataset_id) FROM metaforge_dataset_column_relation r WHERE r.column_id = metaforge_dataset_column.id)
+                WHERE EXISTS (SELECT 1 FROM metaforge_dataset_column_relation r WHERE r.column_id = metaforge_dataset_column.id);
+            UPDATE metaforge_dataset_history SET dataset_id = (SELECT MAX(r.dataset_id) FROM metaforge_dataset_history_relation r WHERE r.dataset_history_id = metaforge_dataset_history.id);
+            UPDATE metaforge_scheduled_history SET source_id = (SELECT MAX(r.source_id) FROM metaforge_scheduled_history_source_relation r WHERE r.scheduled_history_id = metaforge_scheduled_history.id);
+        </sql>
+        <comment>The JPA mapping named this join table from the history side: scheduled_id holds the history id, history_id the schedule id.</comment>
+        <sql>
+            UPDATE metaforge_scheduled_history SET scheduled_id = (SELECT MAX(r.history_id) FROM metaforge_scheduled_history_relation r WHERE r.scheduled_id = metaforge_scheduled_history.id);
+        </sql>
+    </changeSet>
+
+    <changeSet id="legacy-0006-link-tables" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <not>
+                <tableExists tableName="metaforge_user_role"/>
+            </not>
+        </preConditions>
+        <createTable tableName="metaforge_user_role">
+            <column name="user_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="role_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <addPrimaryKey tableName="metaforge_user_role" columnNames="user_id, role_id" constraintName="pk_user_role"/>
+        <createIndex tableName="metaforge_user_role" indexName="idx_user_role_role_id">
+            <column name="role_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_role_menu">
+            <column name="role_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="menu_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <addPrimaryKey tableName="metaforge_role_menu" columnNames="role_id, menu_id" constraintName="pk_role_menu"/>
+        <createIndex tableName="metaforge_role_menu" indexName="idx_role_menu_menu_id">
+            <column name="menu_id"/>
+        </createIndex>
+        <createTable tableName="metaforge_dashboard_report">
+            <column name="dashboard_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+            <column name="report_id" type="BIGINT">
+                <constraints nullable="false"/>
+            </column>
+        </createTable>
+        <addPrimaryKey tableName="metaforge_dashboard_report" columnNames="dashboard_id, report_id" constraintName="pk_dashboard_report"/>
+        <createIndex tableName="metaforge_dashboard_report" indexName="idx_dashboard_report_report_id">
+            <column name="report_id"/>
+        </createIndex>
+        <sql>
+            INSERT INTO metaforge_user_role (user_id, role_id)
+            SELECT DISTINCT u.id, r.id FROM metaforge_user_role_relation x
+            JOIN metaforge_user u ON u.id = x.user_id
+            JOIN metaforge_role r ON r.id = x.role_id;
+            INSERT INTO metaforge_dashboard_report (dashboard_id, report_id)
+            SELECT DISTINCT d.id, p.id FROM metaforge_dashboard_report_relation x
+            JOIN metaforge_dashboard d ON d.id = x.dashboard_id
+            JOIN metaforge_report p ON p.id = x.report_id;
+        </sql>
+        <!-- role_menu_relation stored both ids as text -->
+        <sql dbms="mysql,mariadb">
+            INSERT INTO metaforge_role_menu (role_id, menu_id)
+            SELECT DISTINCT r.id, m.id FROM metaforge_role_menu_relation x
+            JOIN metaforge_role r ON CAST(r.id AS CHAR) = TRIM(x.role_id)
+            JOIN metaforge_menu m ON CAST(m.id AS CHAR) = TRIM(x.menu_id);
+        </sql>
+        <sql dbms="h2">
+            INSERT INTO metaforge_role_menu (role_id, menu_id)
+            SELECT DISTINCT r.id, m.id FROM metaforge_role_menu_relation x
+            JOIN metaforge_role r ON CAST(r.id AS VARCHAR(32)) = TRIM(CAST(x.role_id AS VARCHAR(32)))
+            JOIN metaforge_menu m ON CAST(m.id AS VARCHAR(32)) = TRIM(CAST(x.menu_id AS VARCHAR(32)));
+        </sql>
+    </changeSet>
+
+    <changeSet id="legacy-0007-portable-names" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <columnExists tableName="metaforge_source" columnName="_type"/>
+        </preConditions>
+        <comment>Oracle rejects reserved words (public, comment) and identifiers starting with an underscore.</comment>
+        <sql dbms="mysql,mariadb">
+            ALTER TABLE metaforge_source RENAME COLUMN `_type` TO source_type;
+            ALTER TABLE metaforge_source RENAME COLUMN `_catalog` TO catalog_name;
+            ALTER TABLE metaforge_source RENAME COLUMN `_database` TO database_name;
+            ALTER TABLE metaforge_source RENAME COLUMN `_ssl` TO use_ssl;
+            ALTER TABLE metaforge_source RENAME COLUMN `public` TO is_public;
+            ALTER TABLE metaforge_dataset_column RENAME COLUMN `comment` TO column_comment;
+            ALTER TABLE metaforge_workflow RENAME COLUMN j_from_id TO from_source_id;
+            ALTER TABLE metaforge_workflow RENAME COLUMN j_to_id TO to_source_id;
+            ALTER TABLE metaforge_workflow RENAME COLUMN j_user_id TO user_id;
+            ALTER TABLE metaforge_source_query RENAME COLUMN plugin_id TO source_id;
+        </sql>
+        <sql dbms="h2">
+            ALTER TABLE metaforge_source ALTER COLUMN `_type` RENAME TO source_type;
+            ALTER TABLE metaforge_source ALTER COLUMN `_catalog` RENAME TO catalog_name;
+            ALTER TABLE metaforge_source ALTER COLUMN `_database` RENAME TO database_name;
+            ALTER TABLE metaforge_source ALTER COLUMN `_ssl` RENAME TO use_ssl;
+            ALTER TABLE metaforge_source ALTER COLUMN `public` RENAME TO is_public;
+            ALTER TABLE metaforge_dataset_column ALTER COLUMN `comment` RENAME TO column_comment;
+            ALTER TABLE metaforge_workflow ALTER COLUMN j_from_id RENAME TO from_source_id;
+            ALTER TABLE metaforge_workflow ALTER COLUMN j_to_id RENAME TO to_source_id;
+            ALTER TABLE metaforge_workflow ALTER COLUMN j_user_id RENAME TO user_id;
+            ALTER TABLE metaforge_source_query ALTER COLUMN plugin_id RENAME TO source_id;
+        </sql>
+    </changeSet>
+
+    <changeSet id="legacy-0008-column-types" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+        </preConditions>
+        <comment>is_primary_key was a varchar flag; source_query.create_time was free text.</comment>
+        <sql>
+            UPDATE metaforge_dataset_column SET is_primary_key = CASE WHEN LOWER(TRIM(is_primary_key)) IN ('1', 'true') THEN '1' ELSE '0' END;
+        </sql>
+        <sql dbms="mysql,mariadb">
+            ALTER TABLE metaforge_dataset_column MODIFY is_primary_key TINYINT(1) DEFAULT 0;
+            ALTER TABLE metaforge_source_query ADD COLUMN create_time_value DATETIME NULL;
+            UPDATE metaforge_source_query SET create_time_value = CAST(LEFT(create_time, 19) AS DATETIME)
+                WHERE create_time REGEXP '^[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}';
+            ALTER TABLE metaforge_source_query DROP COLUMN create_time;
+            ALTER TABLE metaforge_source_query RENAME COLUMN create_time_value TO create_time;
+        </sql>
+        <sql dbms="h2">
+            ALTER TABLE metaforge_dataset_column ALTER COLUMN is_primary_key BOOLEAN;
+            ALTER TABLE metaforge_dataset_column ALTER COLUMN is_primary_key SET DEFAULT FALSE;
+            ALTER TABLE metaforge_source_query ADD COLUMN create_time_value TIMESTAMP NULL;
+            UPDATE metaforge_source_query SET create_time_value = CAST(LEFT(CAST(create_time AS VARCHAR(64)), 19) AS TIMESTAMP)
+                WHERE REGEXP_LIKE(CAST(create_time AS VARCHAR(64)), '^[0-9]{4}-[0-9]{2}-[0-9]{2} [0-9]{2}:[0-9]{2}:[0-9]{2}');
+            ALTER TABLE metaforge_source_query DROP COLUMN create_time;
+            ALTER TABLE metaforge_source_query ALTER COLUMN create_time_value RENAME TO create_time;
+        </sql>
+    </changeSet>
+
+    <!-- Columns no entity maps any more. -->
+    <changeSet id="legacy-0009-drop-source-ssl" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <columnExists tableName="metaforge_source" columnName="ssl"/>
+        </preConditions>
+        <dropColumn tableName="metaforge_source" columnName="ssl"/>
+    </changeSet>
+
+    <changeSet id="legacy-0010-drop-source-publish" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <columnExists tableName="metaforge_source" columnName="publish"/>
+        </preConditions>
+        <dropColumn tableName="metaforge_source" columnName="publish"/>
+    </changeSet>
+
+    <changeSet id="legacy-0011-drop-menu-view" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <columnExists tableName="metaforge_menu" columnName="view"/>
+        </preConditions>
+        <dropColumn tableName="metaforge_menu" columnName="view"/>
+    </changeSet>
+
+    <changeSet id="legacy-0012-drop-dataset-column-flags" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <columnExists tableName="metaforge_dataset" columnName="column_mode"/>
+        </preConditions>
+        <dropColumn tableName="metaforge_dataset">
+            <column name="column_mode"/>
+            <column name="is_custom_column"/>
+            <column name="is_virtual_column"/>
+        </dropColumn>
+    </changeSet>
+
+    <changeSet id="legacy-0013-link-indexes" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+            <not>
+                <indexExists tableName="metaforge_dataset" indexName="idx_dataset_source_id"/>
+            </not>
+        </preConditions>
+        <createIndex tableName="metaforge_chat" indexName="idx_chat_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_message" indexName="idx_message_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_message" indexName="idx_message_chat_id"><column name="chat_id"/></createIndex>
+        <createIndex tableName="metaforge_dashboard" indexName="idx_dashboard_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_report" indexName="idx_report_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_report" indexName="idx_report_source_id"><column name="source_id"/></createIndex>
+        <createIndex tableName="metaforge_report" indexName="idx_report_dataset_id"><column name="dataset_id"/></createIndex>
+        <createIndex tableName="metaforge_dataset" indexName="idx_dataset_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_dataset" indexName="idx_dataset_source_id"><column name="source_id"/></createIndex>
+        <createIndex tableName="metaforge_dataset_column" indexName="idx_dscol_dataset_id"><column name="dataset_id"/></createIndex>
+        <createIndex tableName="metaforge_dataset_history" indexName="idx_dshist_dataset_id"><column name="dataset_id"/></createIndex>
+        <createIndex tableName="metaforge_notification" indexName="idx_notify_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_scheduled_history" indexName="idx_schhist_scheduled_id"><column name="scheduled_id"/></createIndex>
+        <createIndex tableName="metaforge_scheduled_history" indexName="idx_schhist_source_id"><column name="source_id"/></createIndex>
+        <createIndex tableName="metaforge_snippet" indexName="idx_snippet_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_source" indexName="idx_source_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_source_query" indexName="idx_srcquery_source_id"><column name="source_id"/></createIndex>
+        <createIndex tableName="metaforge_source_query" indexName="idx_srcquery_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_user_log" indexName="idx_userlog_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_workflow" indexName="idx_workflow_user_id"><column name="user_id"/></createIndex>
+        <createIndex tableName="metaforge_workflow" indexName="idx_workflow_from_source_id"><column name="from_source_id"/></createIndex>
+        <createIndex tableName="metaforge_workflow" indexName="idx_workflow_to_source_id"><column name="to_source_id"/></createIndex>
+    </changeSet>
+
+    <changeSet id="legacy-0014-drop-schema-migration" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_schema_migration"/>
+        </preConditions>
+        <comment>Replaced by the Liquibase changelog.</comment>
+        <dropTable tableName="metaforge_schema_migration"/>
+    </changeSet>
+
+    <changeSet id="legacy-0015-drop-relation-tables" author="metaforge" dbms="mysql,mariadb,h2">
+        <preConditions onFail="MARK_RAN">
+            <tableExists tableName="metaforge_user_role_relation"/>
+        </preConditions>
+        <dropTable tableName="metaforge_chat_user_relation"/>
+        <dropTable tableName="metaforge_message_user_relation"/>
+        <dropTable tableName="metaforge_message_chat_relation"/>
+        <dropTable tableName="metaforge_dashboard_user_relation"/>
+        <dropTable tableName="metaforge_dashboard_report_relation"/>
+        <dropTable tableName="metaforge_report_user_relation"/>
+        <dropTable tableName="metaforge_report_source_relation"/>
+        <dropTable tableName="metaforge_report_dataset_relation"/>
+        <dropTable tableName="metaforge_dataset_user_relation"/>
+        <dropTable tableName="metaforge_dataset_source_relation"/>
+        <dropTable tableName="metaforge_dataset_column_relation"/>
+        <dropTable tableName="metaforge_dataset_history_relation"/>
+        <dropTable tableName="metaforge_scheduled_history_relation"/>
+        <dropTable tableName="metaforge_scheduled_history_source_relation"/>
+        <dropTable tableName="metaforge_role_menu_relation"/>
+        <!-- legacy marker, must stay last -->
+        <dropTable tableName="metaforge_user_role_relation"/>
+    </changeSet>
+</databaseChangeLog>
diff --git a/core/metaforge-server/src/main/resources/db/changelog/legacy/navigation-migration.sql b/core/metaforge-server/src/main/resources/db/changelog/legacy/navigation-migration.sql
new file mode 100644
index 0000000000..5d3e13365e
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/db/changelog/legacy/navigation-migration.sql
@@ -0,0 +1,50 @@
+-- Navigation catalogue upgrade for installations created before the changelog (MySQL and H2).
+-- Menu IDs, role assignments and custom entries are preserved.
+UPDATE metaforge_menu SET url = CONCAT('/admin', SUBSTRING(url, 8)) WHERE LOWER(url) = '/system' OR LOWER(url) LIKE '/system/%' OR LOWER(url) LIKE '/system?%' OR LOWER(url) LIKE '/system#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/profile', SUBSTRING(url, 20)) WHERE LOWER(url) = '/admin/user/profile' OR LOWER(url) LIKE '/admin/user/profile/%' OR LOWER(url) LIKE '/admin/user/profile?%' OR LOWER(url) LIKE '/admin/user/profile#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/info', SUBSTRING(url, 17)) WHERE LOWER(url) = '/admin/user/info' OR LOWER(url) LIKE '/admin/user/info/%' OR LOWER(url) LIKE '/admin/user/info?%' OR LOWER(url) LIKE '/admin/user/info#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/log', SUBSTRING(url, 16)) WHERE LOWER(url) = '/admin/user/log' OR LOWER(url) LIKE '/admin/user/log/%' OR LOWER(url) LIKE '/admin/user/log?%' OR LOWER(url) LIKE '/admin/user/log#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/editor', SUBSTRING(url, 19)) WHERE LOWER(url) = '/admin/user/editor' OR LOWER(url) LIKE '/admin/user/editor/%' OR LOWER(url) LIKE '/admin/user/editor?%' OR LOWER(url) LIKE '/admin/user/editor#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/assistant', SUBSTRING(url, 22)) WHERE LOWER(url) = '/admin/user/assistant' OR LOWER(url) LIKE '/admin/user/assistant/%' OR LOWER(url) LIKE '/admin/user/assistant?%' OR LOWER(url) LIKE '/admin/user/assistant#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/username', SUBSTRING(url, 21)) WHERE LOWER(url) = '/admin/user/username' OR LOWER(url) LIKE '/admin/user/username/%' OR LOWER(url) LIKE '/admin/user/username?%' OR LOWER(url) LIKE '/admin/user/username#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/password', SUBSTRING(url, 21)) WHERE LOWER(url) = '/admin/user/password' OR LOWER(url) LIKE '/admin/user/password/%' OR LOWER(url) LIKE '/admin/user/password?%' OR LOWER(url) LIKE '/admin/user/password#%';
+UPDATE metaforge_menu SET url = CONCAT('/account/notify', SUBSTRING(url, 19)) WHERE LOWER(url) = '/admin/user/notify' OR LOWER(url) LIKE '/admin/user/notify/%' OR LOWER(url) LIKE '/admin/user/notify?%' OR LOWER(url) LIKE '/admin/user/notify#%';
+UPDATE metaforge_menu SET url = CONCAT('/query', SUBSTRING(url, 13)) WHERE LOWER(url) = '/admin/query' OR LOWER(url) LIKE '/admin/query/%' OR LOWER(url) LIKE '/admin/query?%' OR LOWER(url) LIKE '/admin/query#%';
+UPDATE metaforge_menu SET url = CONCAT('/source', SUBSTRING(url, 14)) WHERE LOWER(url) = '/admin/source' OR LOWER(url) LIKE '/admin/source/%' OR LOWER(url) LIKE '/admin/source?%' OR LOWER(url) LIKE '/admin/source#%';
+UPDATE metaforge_menu SET url = CONCAT('/dataset', SUBSTRING(url, 15)) WHERE LOWER(url) = '/admin/dataset' OR LOWER(url) LIKE '/admin/dataset/%' OR LOWER(url) LIKE '/admin/dataset?%' OR LOWER(url) LIKE '/admin/dataset#%';
+UPDATE metaforge_menu SET url = CONCAT('/dashboard', SUBSTRING(url, 17)) WHERE LOWER(url) = '/admin/dashboard' OR LOWER(url) LIKE '/admin/dashboard/%' OR LOWER(url) LIKE '/admin/dashboard?%' OR LOWER(url) LIKE '/admin/dashboard#%';
+UPDATE metaforge_menu SET url = CONCAT('/history', SUBSTRING(url, 15)) WHERE LOWER(url) = '/admin/history' OR LOWER(url) LIKE '/admin/history/%' OR LOWER(url) LIKE '/admin/history?%' OR LOWER(url) LIKE '/admin/history#%';
+UPDATE metaforge_menu SET url = CONCAT('/snippet', SUBSTRING(url, 15)) WHERE LOWER(url) = '/admin/snippet' OR LOWER(url) LIKE '/admin/snippet/%' OR LOWER(url) LIKE '/admin/snippet?%' OR LOWER(url) LIKE '/admin/snippet#%';
+UPDATE metaforge_menu SET url = CONCAT('/report', SUBSTRING(url, 14)) WHERE LOWER(url) = '/admin/report' OR LOWER(url) LIKE '/admin/report/%' OR LOWER(url) LIKE '/admin/report?%' OR LOWER(url) LIKE '/admin/report#%';
+UPDATE metaforge_menu SET url = CONCAT('/chat', SUBSTRING(url, 12)) WHERE LOWER(url) = '/admin/chat' OR LOWER(url) LIKE '/admin/chat/%' OR LOWER(url) LIKE '/admin/chat?%' OR LOWER(url) LIKE '/admin/chat#%';
+UPDATE metaforge_menu SET url = CONCAT('/workflow', SUBSTRING(url, 16)) WHERE LOWER(url) = '/admin/workflow' OR LOWER(url) LIKE '/admin/workflow/%' OR LOWER(url) LIKE '/admin/workflow?%' OR LOWER(url) LIKE '/admin/workflow#%';
+
+INSERT INTO metaforge_menu (name, code, description, url, sorted, type, parent, active, i18n_key, icon) SELECT '数据开发', 'MANAGEMENT', '数据开发', '/workspace', 2, 'VIEW', 0, 1, 'navigation.dataDevelopment', 'Hammer' WHERE NOT EXISTS (SELECT 1 FROM metaforge_menu WHERE code = 'MANAGEMENT');
+UPDATE metaforge_menu SET name = '数据开发', url = '/workspace', sorted = 2, parent = 0, i18n_key = 'navigation.dataDevelopment', icon = 'Hammer' WHERE code = 'MANAGEMENT';
+
+INSERT INTO metaforge_menu (name, code, description, url, sorted, type, parent, active, i18n_key, icon) SELECT '数据分析', 'DATA_ANALYSIS', '数据分析', '/analysis', 3, 'VIEW', 0, 1, 'navigation.dataAnalysis', 'Gauge' WHERE NOT EXISTS (SELECT 1 FROM metaforge_menu WHERE code = 'DATA_ANALYSIS');
+UPDATE metaforge_menu SET name = '数据分析', url = '/analysis', sorted = 3, parent = 0, i18n_key = 'navigation.dataAnalysis', icon = 'Gauge' WHERE code = 'DATA_ANALYSIS';
+
+INSERT INTO metaforge_menu (name, code, description, url, sorted, type, parent, active, i18n_key, icon) SELECT '系统管理', 'SYSTEM', '系统管理', '/admin', 5, 'VIEW', 0, 1, 'navigation.systemManagement', 'SafetyCertificate' WHERE NOT EXISTS (SELECT 1 FROM metaforge_menu WHERE code = 'SYSTEM');
+UPDATE metaforge_menu SET name = '系统管理', url = '/admin', sorted = 5, parent = 0, i18n_key = 'navigation.systemManagement', icon = 'SafetyCertificate' WHERE code = 'SYSTEM';
+
+UPDATE metaforge_menu SET parent = (SELECT id FROM (SELECT id FROM metaforge_menu WHERE code = 'MANAGEMENT' ORDER BY id LIMIT 1) catalogue_root) WHERE code IN ('QUERY','DATASOURCE','DATASET','SNIPPET','HISTORY','WORKFLOW','b6669c359a7d41e581d906446366daf3');
+UPDATE metaforge_menu SET parent = (SELECT id FROM (SELECT id FROM metaforge_menu WHERE code = 'DATA_ANALYSIS' ORDER BY id LIMIT 1) catalogue_root) WHERE code IN ('DASHBOARD','REPORT');
+UPDATE metaforge_menu SET parent = (SELECT id FROM (SELECT id FROM metaforge_menu WHERE code = 'SYSTEM' ORDER BY id LIMIT 1) catalogue_root) WHERE code IN ('USERS','ROLE','MENU','SCHEDULE','FUNCTION','RUNTIME_CONFIGURE');
+UPDATE metaforge_menu SET sorted = 1 WHERE code = 'HOME';
+UPDATE metaforge_menu SET sorted = 1 WHERE code = 'QUERY';
+UPDATE metaforge_menu SET sorted = 2 WHERE code = 'DATASOURCE';
+UPDATE metaforge_menu SET sorted = 3 WHERE code = 'DATASET';
+UPDATE metaforge_menu SET sorted = 4 WHERE code = 'b6669c359a7d41e581d906446366daf3';
+UPDATE metaforge_menu SET sorted = 4 WHERE code = 'WORKFLOW';
+UPDATE metaforge_menu SET sorted = 5 WHERE code = 'SNIPPET';
+UPDATE metaforge_menu SET sorted = 6 WHERE code = 'HISTORY';
+UPDATE metaforge_menu SET sorted = 1 WHERE code = 'DASHBOARD';
+UPDATE metaforge_menu SET sorted = 2 WHERE code = 'REPORT';
+UPDATE metaforge_menu SET sorted = 4 WHERE code = 'STORE';
+UPDATE metaforge_menu SET sorted = 1 WHERE code = 'USERS';
+UPDATE metaforge_menu SET sorted = 2 WHERE code = 'ROLE';
+UPDATE metaforge_menu SET sorted = 3 WHERE code = 'MENU';
+UPDATE metaforge_menu SET sorted = 4 WHERE code = 'SCHEDULE';
+UPDATE metaforge_menu SET sorted = 5 WHERE code = 'FUNCTION';
+UPDATE metaforge_menu SET sorted = 6 WHERE code = 'RUNTIME_CONFIGURE';
diff --git a/core/metaforge-server/src/main/resources/db/seed/baseline.json b/core/metaforge-server/src/main/resources/db/seed/baseline.json
new file mode 100644
index 0000000000..8118733a5b
--- /dev/null
+++ b/core/metaforge-server/src/main/resources/db/seed/baseline.json
@@ -0,0 +1,386 @@
+{
+  "roles": [
+    {
+      "code": "ADMIN",
+      "name": "系统管理员",
+      "description": "这是管理员路由，可以管理站点所有功能",
+      "active": true
+    },
+    {
+      "code": "USER",
+      "name": "普通用户",
+      "description": "我是一个普通用户的路由",
+      "active": true
+    },
+    {
+      "code": "ROLE_TEST001",
+      "name": "Test001",
+      "description": "这是一个测试路由，没有任何权限",
+      "active": true
+    },
+    {
+      "code": "cc4",
+      "name": "测试路由",
+      "description": "用于测试功能，修改数据",
+      "active": true
+    }
+  ],
+  "menus": [
+    {
+      "code": "HOME",
+      "name": "全局 - 首页",
+      "description": "全局路由：所有用户都可以访问",
+      "url": "/home",
+      "group": null,
+      "sorted": 1,
+      "type": "VIEW",
+      "parent": null,
+      "active": true,
+      "i18nKey": "common.home",
+      "icon": "Home",
+      "isNew": false
+    },
+    {
+      "code": "QUERY",
+      "name": "全局 - 查询",
+      "description": "全局路由：所有用户都可以访问",
+      "url": "/query",
+      "group": null,
+      "sorted": 1,
+      "type": "VIEW",
+      "parent": "MANAGEMENT",
+      "active": true,
+      "i18nKey": "common.query",
+      "icon": "SquareChevronRight",
+      "isNew": false
+    },
+    {
+      "code": "MANAGEMENT",
+      "name": "数据开发",
+      "description": "全局：所有用户都可以访问\\n位置：顶部管理主菜单",
+      "url": "/workspace",
+      "group": null,
+      "sorted": 2,
+      "type": "VIEW",
+      "parent": null,
+      "active": true,
+      "i18nKey": "navigation.dataDevelopment",
+      "icon": "Hammer",
+      "isNew": false
+    },
+    {
+      "code": "DATASOURCE",
+      "name": "全局 - 管理 - 数据源",
+      "description": "全局：所有用户都可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/source",
+      "group": "default",
+      "sorted": 2,
+      "type": "VIEW",
+      "parent": "MANAGEMENT",
+      "active": true,
+      "i18nKey": "common.source",
+      "icon": "List",
+      "isNew": false
+    },
+    {
+      "code": "SNIPPET",
+      "name": "全局 - 管理 - 片段",
+      "description": "全局：所有用户都可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/snippet",
+      "group": null,
+      "sorted": 5,
+      "type": "VIEW",
+      "parent": "MANAGEMENT",
+      "active": true,
+      "i18nKey": "common.snippet",
+      "icon": "SquareDashedBottomCode",
+      "isNew": false
+    },
+    {
+      "code": "HISTORY",
+      "name": "全局 - 管理 - 查询历史",
+      "description": "全局：所有用户都可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/history",
+      "group": null,
+      "sorted": 6,
+      "type": "VIEW",
+      "parent": "MANAGEMENT",
+      "active": true,
+      "i18nKey": "common.history",
+      "icon": "History",
+      "isNew": false
+    },
+    {
+      "code": "SYSTEM",
+      "name": "系统管理",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin",
+      "group": null,
+      "sorted": 5,
+      "type": "VIEW",
+      "parent": null,
+      "active": true,
+      "i18nKey": "navigation.systemManagement",
+      "icon": "SafetyCertificate",
+      "isNew": false
+    },
+    {
+      "code": "FUNCTION",
+      "name": "管理员 - 系统 - 函数",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin/function",
+      "group": null,
+      "sorted": 5,
+      "type": "VIEW",
+      "parent": "SYSTEM",
+      "active": true,
+      "i18nKey": "common.function",
+      "icon": "SquareFunction",
+      "isNew": false
+    },
+    {
+      "code": "SCHEDULE",
+      "name": "管理员 - 系统 - 定时任务",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin/schedule",
+      "group": null,
+      "sorted": 4,
+      "type": "VIEW",
+      "parent": "SYSTEM",
+      "active": true,
+      "i18nKey": "common.schedule",
+      "icon": "Timer",
+      "isNew": false
+    },
+    {
+      "code": "ROLE",
+      "name": "管理员 - 系统 - 权限",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin/role",
+      "group": null,
+      "sorted": 2,
+      "type": "VIEW",
+      "parent": "SYSTEM",
+      "active": true,
+      "i18nKey": "common.authority",
+      "icon": "Flag",
+      "isNew": false
+    },
+    {
+      "code": "MENU",
+      "name": "管理员 - 系统 - 菜单",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin/menu",
+      "group": null,
+      "sorted": 3,
+      "type": "VIEW",
+      "parent": "SYSTEM",
+      "active": true,
+      "i18nKey": "common.menu",
+      "icon": "Menu",
+      "isNew": false
+    },
+    {
+      "code": "USERS",
+      "name": "管理员 - 系统 - 用户",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin/user",
+      "group": null,
+      "sorted": 1,
+      "type": "VIEW",
+      "parent": "SYSTEM",
+      "active": true,
+      "i18nKey": "common.user",
+      "icon": "User",
+      "isNew": false
+    },
+    {
+      "code": "REPORT",
+      "name": "全局 - 管理 - 报表",
+      "description": "全局：所有用户都可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/report",
+      "group": null,
+      "sorted": 2,
+      "type": "VIEW",
+      "parent": "DATA_ANALYSIS",
+      "active": true,
+      "i18nKey": "common.report",
+      "icon": "SquareKanban",
+      "isNew": false
+    },
+    {
+      "code": "DASHBOARD",
+      "name": "全局 - 仪表盘",
+      "description": "全局路由：所有用户都可以访问",
+      "url": "/dashboard",
+      "group": null,
+      "sorted": 1,
+      "type": "VIEW",
+      "parent": "DATA_ANALYSIS",
+      "active": true,
+      "i18nKey": "common.dashboard",
+      "icon": "Gauge",
+      "isNew": false
+    },
+    {
+      "code": "DATASET",
+      "name": "全局 - 数据集",
+      "description": "全局路由：所有用户都可以访问",
+      "url": "/dataset",
+      "group": null,
+      "sorted": 3,
+      "type": "VIEW",
+      "parent": "MANAGEMENT",
+      "active": true,
+      "i18nKey": "common.dataset",
+      "icon": "Contrast",
+      "isNew": true
+    },
+    {
+      "code": "STORE",
+      "name": "全局 - 商店",
+      "description": null,
+      "url": "/store",
+      "group": null,
+      "sorted": 4,
+      "type": "VIEW",
+      "parent": null,
+      "active": true,
+      "i18nKey": "common.store",
+      "icon": "Store",
+      "isNew": false
+    },
+    {
+      "code": "10ae626195704b96b353d00aeb6ab1e5",
+      "name": "测试菜单",
+      "description": "我被修改了，修改了数据",
+      "url": "/test",
+      "group": null,
+      "sorted": 2,
+      "type": "VIEW",
+      "parent": null,
+      "active": true,
+      "i18nKey": "common.home",
+      "icon": null,
+      "isNew": false
+    },
+    {
+      "code": "b6669c359a7d41e581d906446366daf3",
+      "name": "管理员 - 管理 - 工作流",
+      "description": null,
+      "url": "/workflow",
+      "group": "default",
+      "sorted": 4,
+      "type": "VIEW",
+      "parent": "MANAGEMENT",
+      "active": true,
+      "i18nKey": "common.workflow",
+      "icon": "Workflow",
+      "isNew": true
+    },
+    {
+      "code": "RUNTIME_CONFIGURE",
+      "name": "管理员 - 系统 - 运行时配置",
+      "description": "管理员：管理员权限用户可以访问\\n位置：顶部管理一级子菜单",
+      "url": "/admin/configure",
+      "group": null,
+      "sorted": 6,
+      "type": "VIEW",
+      "parent": "SYSTEM",
+      "active": true,
+      "i18nKey": "configure.runtime.title",
+      "icon": "Settings2",
+      "isNew": false
+    },
+    {
+      "code": "DATA_ANALYSIS",
+      "name": "数据分析",
+      "description": "数据分析",
+      "url": "/analysis",
+      "group": null,
+      "sorted": 3,
+      "type": "VIEW",
+      "parent": null,
+      "active": true,
+      "i18nKey": "navigation.dataAnalysis",
+      "icon": "Gauge",
+      "isNew": false
+    }
+  ],
+  "roleMenus": {
+    "ADMIN": [
+      "HOME",
+      "QUERY",
+      "MANAGEMENT",
+      "DATASOURCE",
+      "SNIPPET",
+      "HISTORY",
+      "SYSTEM",
+      "FUNCTION",
+      "SCHEDULE",
+      "ROLE",
+      "MENU",
+      "USERS",
+      "REPORT",
+      "DASHBOARD",
+      "DATASET",
+      "STORE",
+      "b6669c359a7d41e581d906446366daf3",
+      "RUNTIME_CONFIGURE"
+    ],
+    "USER": [
+      "HOME",
+      "QUERY",
+      "MANAGEMENT",
+      "DATASOURCE",
+      "SNIPPET",
+      "HISTORY",
+      "REPORT",
+      "DASHBOARD",
+      "DATASET"
+    ],
+    "cc4": [
+      "10ae626195704b96b353d00aeb6ab1e5"
+    ]
+  },
+  "functions": [
+    {
+      "code": "8daa7c0812b24c2fa295d0b19e0b46a9",
+      "name": "SHOW",
+      "content": "SHOW",
+      "description": "SHOW 修改",
+      "plugin": "Redis,Zookeeper,Alioss,Kafka,H2,Hdfs,MySQL",
+      "example": null,
+      "type": "KEYWORD",
+      "active": true
+    },
+    {
+      "code": "1de4c62f66c84f79a1b1687ef727fabd",
+      "name": "SELECT",
+      "content": "SELECT",
+      "description": "SELECT",
+      "plugin": "H2,MySQL,Hdfs,ClickHouse,Presto,Redis",
+      "example": null,
+      "type": "KEYWORD",
+      "active": true
+    }
+  ],
+  "schedules": [
+    {
+      "type": "SOURCE_SYNCHRONIZE",
+      "name": "Synchronize table structure",
+      "description": "Synchronize the table structure of the data source library at 1 am every day",
+      "expression": "0 0 * * * ?",
+      "active": true,
+      "system": true
+    },
+    {
+      "type": "SOURCE_CHECK",
+      "name": "Check source available",
+      "description": "Check the availability of the data source every 1 hour",
+      "expression": "0 0 * * * ?",
+      "active": true,
+      "system": true
+    }
+  ]
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java
new file mode 100644
index 0000000000..6c1df1d2ac
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java
@@ -0,0 +1,211 @@
+package org.devlive.metaforge.server.migration;
+
+import org.devlive.metaforge.server.support.TestDatabase;
+import org.junit.jupiter.api.AfterAll;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.Test;
+import org.springframework.core.io.ClassPathResource;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.datasource.SingleConnectionDataSource;
+import org.springframework.jdbc.datasource.init.ScriptUtils;
+
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.DriverManager;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.sql.Statement;
+import java.util.Locale;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.TreeSet;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+/**
+ * Applies the changelog to the database selected with {@code -Dmetaforge.it.database}
+ * (fresh install) and upgrades a pre-changelog installation, which only ever existed on H2 and MySQL.
+ */
+public class DatabaseMigratorTest
+{
+    private static TestDatabase database;
+
+    @BeforeAll
+    public static void start()
+    {
+        database = TestDatabase.start(TestDatabase.selectedSpec());
+    }
+
+    @AfterAll
+    public static void stop()
+    {
+        database.close();
+    }
+
+    @Test
+    public void freshInstallCreatesSchemaAndSeedAndIsRepeatable()
+            throws Exception
+    {
+        try (Connection connection = database.connect()) {
+            DatabaseMigrator.migrate(connection);
+            DatabaseMigrator.migrate(connection);
+
+            JdbcTemplate jdbc = jdbc(connection);
+            assertEquals(20, count(jdbc, "SELECT COUNT(*) FROM metaforge_menu"));
+            assertEquals(4, count(jdbc, "SELECT COUNT(*) FROM metaforge_role"));
+            assertEquals(28, count(jdbc, "SELECT COUNT(*) FROM metaforge_role_menu"));
+            assertEquals(2, count(jdbc, "SELECT COUNT(*) FROM metaforge_function"));
+            assertEquals(2, count(jdbc, "SELECT COUNT(*) FROM metaforge_scheduled"));
+            assertEquals("系统管理员", jdbc.queryForObject("SELECT name FROM metaforge_role WHERE code = 'ADMIN'", String.class));
+            assertEquals(count(jdbc, "SELECT id FROM metaforge_menu WHERE code = 'MANAGEMENT'"),
+                    count(jdbc, "SELECT parent FROM metaforge_menu WHERE code = 'QUERY'"));
+            assertEquals(18, count(jdbc, "SELECT COUNT(*) FROM metaforge_role_menu rm JOIN metaforge_role r ON r.id = rm.role_id WHERE r.code = 'ADMIN'"));
+
+            // Unicode text, booleans, timestamps and generated keys behave the same everywhere.
+            jdbc.update("INSERT INTO metaforge_source (name, code, source_type, host, port, is_public, use_ssl, create_time) VALUES (?, ?, ?, ?, ?, ?, ?, CURRENT_TIMESTAMP)",
+                    "权限-ÄÖÜ", "src-1", "MySQL", "localhost", 3306, true, false);
+            assertEquals("权限-ÄÖÜ", jdbc.queryForObject("SELECT name FROM metaforge_source WHERE code = 'src-1'", String.class));
+            assertTrue(jdbc.queryForObject("SELECT is_public FROM metaforge_source WHERE code = 'src-1'", Boolean.class));
+        }
+    }
+
+    @Test
+    public void legacyH2InstallationUpgradesToTheFreshSchema()
+            throws Exception
+    {
+        try (TestDatabase legacy = TestDatabase.h2(); TestDatabase fresh = TestDatabase.h2()) {
+            assertLegacyUpgrade(legacy, fresh, "schema/setup-schema-h2.sql");
+        }
+    }
+
+    @Test
+    public void legacyMysqlInstallationUpgradesToTheFreshSchema()
+            throws Exception
+    {
+        if (!database.engine().equals("mysql")) {
+            return;
+        }
+        String base = database.url().substring(0, database.url().lastIndexOf('/') + 1);
+        try (Connection connection = DriverManager.getConnection(base, "root", database.password());
+                Statement statement = connection.createStatement()) {
+            statement.execute("CREATE DATABASE legacy_upgrade");
+            statement.execute("CREATE DATABASE legacy_fresh");
+        }
+        try (Connection legacy = DriverManager.getConnection(base + "legacy_upgrade", "root", database.password());
+                Connection fresh = DriverManager.getConnection(base + "legacy_fresh", "root", database.password())) {
+            assertLegacyUpgrade(legacy, fresh, "schema/setup-schema.sql");
+        }
+    }
+
+    private void assertLegacyUpgrade(TestDatabase legacy, TestDatabase fresh, String schema)
+            throws Exception
+    {
+        try (Connection legacyConnection = legacy.connect(); Connection freshConnection = fresh.connect()) {
+            assertLegacyUpgrade(legacyConnection, freshConnection, schema);
+        }
+    }
+
+    private void assertLegacyUpgrade(Connection legacy, Connection fresh, String schema)
+            throws Exception
+    {
+        ScriptUtils.executeSqlScript(legacy, new ClassPathResource(schema));
+        ScriptUtils.executeSqlScript(legacy, new ClassPathResource("schema/setup-data.sql"));
+        JdbcTemplate jdbc = jdbc(legacy);
+        // Business rows linked the way the JPA mapping wrote them.
+        jdbc.update("INSERT INTO metaforge_user (id, username, code) VALUES (7, 'alice', 'u7')");
+        jdbc.update("INSERT INTO metaforge_user_role_relation (user_id, role_id) VALUES (7, 1), (7, 1), (7, 999)");
+        jdbc.update("INSERT INTO metaforge_source (id, name, host, port, `_type`, `public`, user_id, code) VALUES (11, 'warehouse', 'db', 3306, 'Redis Jdbc', 1, 7, 's11')");
+        jdbc.update("INSERT INTO metaforge_dataset (id, name, code) VALUES (21, 'orders', 'd21')");
+        jdbc.update("INSERT INTO metaforge_dataset_user_relation (dataset_id, user_id) VALUES (21, 7)");
+        jdbc.update("INSERT INTO metaforge_dataset_source_relation (dataset_id, source_id) VALUES (21, 11)");
+        jdbc.update("INSERT INTO metaforge_dataset_column (id, name, `comment`, is_primary_key, code) VALUES (31, 'id', 'key', '1', 'c31')");
+        jdbc.update("INSERT INTO metaforge_dataset_column_relation (dataset_id, column_id) VALUES (21, 31)");
+        jdbc.update("INSERT INTO metaforge_dataset_history (id, name, code) VALUES (41, 'run', 'h41')");
+        jdbc.update("INSERT INTO metaforge_dataset_history_relation (dataset_history_id, dataset_id) VALUES (41, 21)");
+        jdbc.update("INSERT INTO metaforge_report (id, name, code) VALUES (51, 'sales', 'r51')");
+        jdbc.update("INSERT INTO metaforge_report_user_relation (report_id, user_id) VALUES (51, 7)");
+        jdbc.update("INSERT INTO metaforge_report_dataset_relation (report_id, dataset_id) VALUES (51, 21)");
+        jdbc.update("INSERT INTO metaforge_dashboard (id, name, code) VALUES (61, 'board', 'b61')");
+        jdbc.update("INSERT INTO metaforge_dashboard_user_relation (dashboard_id, user_id) VALUES (61, 7)");
+        jdbc.update("INSERT INTO metaforge_dashboard_report_relation (dashboard_id, report_id) VALUES (61, 51)");
+        jdbc.update("INSERT INTO metaforge_chat (id, name, code) VALUES (71, 'talk', 'ch71')");
+        jdbc.update("INSERT INTO metaforge_chat_user_relation (chat_id, user_id) VALUES (71, 7)");
+        jdbc.update("INSERT INTO metaforge_message (id, name, code) VALUES (81, 'hi', 'm81')");
+        jdbc.update("INSERT INTO metaforge_message_chat_relation (message_id, chat_id) VALUES (81, 71)");
+        jdbc.update("INSERT INTO metaforge_message_user_relation (message_id, user_id) VALUES (81, 7)");
+        jdbc.update("INSERT INTO metaforge_scheduled_history (id, name, code) VALUES (91, 'tick', 'sh91')");
+        // history-owned join table: scheduled_id = history id, history_id = schedule id
+        jdbc.update("INSERT INTO metaforge_scheduled_history_relation (scheduled_id, history_id) VALUES (91, 2)");
+        jdbc.update("INSERT INTO metaforge_scheduled_history_source_relation (scheduled_history_id, source_id) VALUES (91, 11)");
+        jdbc.update("INSERT INTO metaforge_workflow (id, name, j_from_id, j_to_id, j_user_id, code) VALUES (101, 'flow', 11, 11, 7, 'w101')");
+        jdbc.update("INSERT INTO metaforge_source_query (id, plugin_id, user_id, content, create_time) VALUES (111, 11, 7, 'select 1', '2026-10-28 10:11:12.345')");
+
+        DatabaseMigrator.migrate(legacy);
+        DatabaseMigrator.migrate(legacy);
+        DatabaseMigrator.migrate(fresh);
+
+        assertEquals(columns(fresh), columns(legacy));
+        assertFalse(columns(legacy).keySet().stream().anyMatch(table -> table.endsWith("_relation")));
+
+        assertEquals(1, count(jdbc, "SELECT COUNT(*) FROM metaforge_user_role WHERE user_id = 7 AND role_id = 1"));
+        assertEquals(0, count(jdbc, "SELECT COUNT(*) FROM metaforge_user_role WHERE role_id = 999"));
+        assertEquals(18, count(jdbc, "SELECT COUNT(*) FROM metaforge_role_menu WHERE role_id = 1"));
+        assertEquals("Redis", jdbc.queryForObject("SELECT source_type FROM metaforge_source WHERE id = 11", String.class));
+        assertTrue(jdbc.queryForObject("SELECT is_public FROM metaforge_source WHERE id = 11", Boolean.class));
+        assertEquals(7, count(jdbc, "SELECT user_id FROM metaforge_dataset WHERE id = 21"));
+        assertEquals(11, count(jdbc, "SELECT source_id FROM metaforge_dataset WHERE id = 21"));
+        assertEquals(21, count(jdbc, "SELECT dataset_id FROM metaforge_dataset_column WHERE id = 31"));
+        assertTrue(jdbc.queryForObject("SELECT is_primary_key FROM metaforge_dataset_column WHERE id = 31", Boolean.class));
+        assertEquals("key", jdbc.queryForObject("SELECT column_comment FROM metaforge_dataset_column WHERE id = 31", String.class));
+        assertEquals(21, count(jdbc, "SELECT dataset_id FROM metaforge_dataset_history WHERE id = 41"));
+        assertEquals(7, count(jdbc, "SELECT user_id FROM metaforge_report WHERE id = 51"));
+        assertEquals(21, count(jdbc, "SELECT dataset_id FROM metaforge_report WHERE id = 51"));
+        assertEquals(7, count(jdbc, "SELECT user_id FROM metaforge_dashboard WHERE id = 61"));
+        assertEquals(1, count(jdbc, "SELECT COUNT(*) FROM metaforge_dashboard_report WHERE dashboard_id = 61 AND report_id = 51"));
+        assertEquals(7, count(jdbc, "SELECT user_id FROM metaforge_chat WHERE id = 71"));
+        assertEquals(71, count(jdbc, "SELECT chat_id FROM metaforge_message WHERE id = 81"));
+        assertEquals(7, count(jdbc, "SELECT user_id FROM metaforge_message WHERE id = 81"));
+        assertEquals(2, count(jdbc, "SELECT scheduled_id FROM metaforge_scheduled_history WHERE id = 91"));
+        assertEquals(11, count(jdbc, "SELECT source_id FROM metaforge_scheduled_history WHERE id = 91"));
+        assertEquals(11, count(jdbc, "SELECT from_source_id FROM metaforge_workflow WHERE id = 101"));
+        assertEquals(7, count(jdbc, "SELECT user_id FROM metaforge_workflow WHERE id = 101"));
+        assertEquals(11, count(jdbc, "SELECT source_id FROM metaforge_source_query WHERE id = 111"));
+        assertEquals("2026-10-28 10:11:12", jdbc.queryForObject("SELECT create_time FROM metaforge_source_query WHERE id = 111", java.sql.Timestamp.class)
+                .toLocalDateTime().toString().replace('T', ' '));
+        // the navigation catalogue upgrade ran, and the seed did not duplicate the legacy catalogue
+        assertEquals("/workspace", jdbc.queryForObject("SELECT url FROM metaforge_menu WHERE code = 'MANAGEMENT'", String.class));
+        assertEquals(1, count(jdbc, "SELECT COUNT(*) FROM metaforge_menu WHERE code = 'HOME'"));
+    }
+
+    /** Table name to column names, lower-cased, metadata tables only. */
+    private static Map<String, Set<String>> columns(Connection connection)
+            throws SQLException
+    {
+        DatabaseMetaData meta = connection.getMetaData();
+        String catalog = connection.getCatalog();
+        String schema = connection.getSchema();
+        Map<String, Set<String>> tables = new TreeMap<>();
+        try (ResultSet result = meta.getColumns(catalog, schema, null, null)) {
+            while (result.next()) {
+                String table = result.getString("TABLE_NAME").toLowerCase(Locale.ROOT);
+                if (table.startsWith("metaforge_") && !table.startsWith(DatabaseMigrator.CHANGELOG_TABLE)) {
+                    tables.computeIfAbsent(table, key -> new TreeSet<>()).add(result.getString("COLUMN_NAME").toLowerCase(Locale.ROOT));
+                }
+            }
+        }
+        return tables;
+    }
+
+    private static JdbcTemplate jdbc(Connection connection)
+    {
+        return new JdbcTemplate(new SingleConnectionDataSource(connection, true));
+    }
+
+    private static long count(JdbcTemplate jdbc, String sql)
+    {
+        return jdbc.queryForObject(sql, Long.class);
+    }
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/TestDatabase.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/TestDatabase.java
new file mode 100644
index 0000000000..f14cd8f8b5
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/TestDatabase.java
@@ -0,0 +1,132 @@
+package org.devlive.metaforge.server.support;
+
+import org.testcontainers.DockerClientFactory;
+import org.testcontainers.containers.JdbcDatabaseContainer;
+import org.testcontainers.containers.MSSQLServerContainer;
+import org.testcontainers.containers.MySQLContainer;
+import org.testcontainers.containers.PostgreSQLContainer;
+import org.testcontainers.oracle.OracleContainer;
+
+import java.sql.Connection;
+import java.sql.DriverManager;
+import java.sql.SQLException;
+import java.util.Locale;
+import java.util.UUID;
+
+/**
+ * A metadata database for the multi-database tests, selected by a spec such as {@code h2},
+ * {@code mysql:8.0}, {@code postgres:16}, {@code sqlserver:2022} or {@code oracle:23}
+ * (system property {@code metaforge.it.database}, default {@code h2}).
+ * Every engine except H2 runs in a Testcontainers container.
+ */
+public final class TestDatabase
+        implements AutoCloseable
+{
+    public static final String PROPERTY = "metaforge.it.database";
+
+    private final String engine;
+    private final JdbcDatabaseContainer<?> container;
+    private final String h2Url;
+
+    private TestDatabase(String engine, JdbcDatabaseContainer<?> container)
+    {
+        this.engine = engine;
+        this.container = container;
+        // Same flags as the embedded store the setup wizard creates.
+        this.h2Url = "jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1";
+    }
+
+    public static String selectedSpec()
+    {
+        return System.getProperty(PROPERTY, "h2");
+    }
+
+    public static TestDatabase h2()
+    {
+        return start("h2");
+    }
+
+    public static TestDatabase start(String spec)
+    {
+        String[] parts = spec.trim().toLowerCase(Locale.ROOT).split(":", 2);
+        String engine = parts[0];
+        String version = parts.length > 1 ? parts[1] : "";
+        JdbcDatabaseContainer<?> container;
+        switch (engine) {
+            case "h2":
+                container = null;
+                break;
+            case "mysql":
+                container = new MySQLContainer<>("mysql:" + version)
+                        .withCommand("--character-set-server=utf8mb4", "--collation-server=utf8mb4_0900_ai_ci");
+                break;
+            case "postgres":
+                container = new PostgreSQLContainer<>("postgres:" + version);
+                break;
+            case "sqlserver":
+                container = new MSSQLServerContainer<>("mcr.microsoft.com/mssql/server:" + version + "-latest").acceptLicense();
+                break;
+            case "oracle":
+                container = new OracleContainer("gvenzl/oracle-free:" + version + "-slim-faststart");
+                break;
+            default:
+                throw new IllegalArgumentException("Unknown database '" + spec + "'; use h2, mysql:<v>, postgres:<v>, sqlserver:<v> or oracle:<v>");
+        }
+        if (container != null) {
+            // docker-java's default API version is rejected by recent Docker engines
+            if (System.getProperty("api.version") == null && System.getenv("DOCKER_API_VERSION") == null) {
+                System.setProperty("api.version", "1.41");
+            }
+            if (!DockerClientFactory.instance().isDockerAvailable()) {
+                throw new IllegalStateException("Docker is required for database " + spec);
+            }
+            container.start();
+        }
+        return new TestDatabase(engine, container);
+    }
+
+    public String engine()
+    {
+        return engine;
+    }
+
+    public boolean isH2()
+    {
+        return container == null;
+    }
+
+    public String url()
+    {
+        return container == null ? h2Url : container.getJdbcUrl();
+    }
+
+    public String username()
+    {
+        return container == null ? "sa" : container.getUsername();
+    }
+
+    public String password()
+    {
+        return container == null ? "" : container.getPassword();
+    }
+
+    public Connection connect()
+            throws SQLException
+    {
+        return DriverManager.getConnection(url(), username(), password());
+    }
+
+    @Override
+    public void close()
+    {
+        if (container != null) {
+            container.stop();
+        }
+    }
+
+    @Override
+    public String toString()
+    {
+        return engine;
+    }
+}

From d42893470d2161e70615b4288aa1a8a7a62e0c08 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 22:29:23 -0400
Subject: [PATCH 53/56] refactor(service)!: replace Spring Data JPA with Spring
 Data JDBC

Drop Hibernate and every JPA association so persistence is plain SQL
that runs the same on H2, MySQL, PostgreSQL, SQL Server and Oracle.

- entities map one table each; associations become id columns plus
  transient references loaded explicitly in batches
- many-to-many links (user-role, role-menu, dashboard-report) are read
  and replaced with explicit SQL against the new link tables
- listing filters, visibility and paging build portable SQL instead of
  JPA specifications; cascades that JPA did are explicit deletes
- the changelog migrates installed databases on boot before any JDBC
  bean starts, and the setup wizard installs through it
- remove the ad-hoc schema scripts and one-off migration runner

BREAKING CHANGE: the metadata schema moves to the Liquibase changelog;
relation tables are dropped and several columns are renamed on upgrade.
---
 .../server/authorize/SnippetAuthorize.java    |   2 +-
 .../server/authorize/UserAuthorize.java       |   2 +-
 .../server/controller/MessageController.java  |   2 +
 .../controller/NotificationController.java    |   2 +
 .../controller/PluginAuditController.java     |   2 +
 .../server/handler/HandlerRestful.java        |   8 +-
 .../MigrationInitializerDetector.java         |  19 ++
 .../server/migration/StartupMigration.java    |  71 +++++
 .../server/runner/SchemaMigrationRunner.java  |  45 ---
 .../DatasetColumnExpressionMigration.java     |  24 --
 .../server/service/NavigationMigration.java   |  20 --
 .../server/service/SchemaMigration.java       |  63 -----
 .../server/service/SetupService.java          |  80 +++---
 .../server/service/SourceTypeMigration.java   |  20 --
 .../main/resources/META-INF/spring.factories  |   2 +
 .../src/main/resources/application.properties |   4 +-
 .../db/changelog/core/core-0001-baseline.xml  |   4 +-
 .../db/changelog/legacy/legacy-upgrade.xml    |   6 +-
 .../dataset-column-expression-migration.sql   |   1 -
 .../resources/schema/navigation-migration.sql |  50 ----
 .../schema/source-type-migration.sql          |   4 -
 .../migration/DatabaseMigratorTest.java       |   8 +-
 .../server/persistence/EntityMappingTest.java | 197 +++++++++++++
 .../server/service/DatasetAccessTest.java     |   5 +-
 .../DatasetColumnExpressionMigrationTest.java |  50 ----
 .../service/MenuAccessRepositoryTest.java     |  21 +-
 .../service/NavigationMigrationTest.java      | 157 -----------
 .../server/service/RoleCodeTest.java          |  14 +-
 .../server/service/SetupSchemaTest.java       |  71 -----
 .../service/SourceTypeMigrationTest.java      |  74 -----
 .../server/service/TableFilterTest.java       | 125 ++++-----
 .../server/support/PersistenceContext.java    |  94 +++++++
 .../resources/legacy}/setup-data.sql          |   0
 .../resources/legacy}/setup-schema-h2.sql     |   0
 .../resources/legacy}/setup-schema.sql        |   0
 core/metaforge-service/pom.xml                |   2 +-
 .../metaforge/service/DataJdbcConfigure.java  |  64 +++++
 .../metaforge/service/DataJpaConfigure.java   |  56 ----
 .../service/adapter/FilterSpecification.java  | 121 --------
 .../service/audit/AuditUserLogHandler.java    |   2 +-
 .../service/converter/AvatarConverter.java    |  26 --
 .../converter/ConfigurationConverter.java     |  36 ---
 .../converter/JpaConverterListString.java     |  24 --
 .../service/converter/ListConverter.java      |  53 ----
 .../service/converter/MapConverter.java       |  29 --
 .../converter/NotificationTypeConverter.java  |  49 ----
 .../converter/PropertiesConverter.java        |  23 --
 .../converter/UserEditorConverter.java        |  28 --
 .../metaforge/service/entity/BaseEntity.java  |  38 +--
 .../metaforge/service/entity/ChatEntity.java  |  31 +-
 .../service/entity/ConfigureEntity.java       |  21 +-
 .../service/entity/DashboardEntity.java       |  44 ++-
 .../service/entity/DataSetColumnEntity.java   |  65 ++---
 .../service/entity/DataSetEntity.java         | 104 ++++---
 .../service/entity/DatasetHistoryEntity.java  |  54 ++--
 .../service/entity/FunctionEntity.java        |  24 +-
 .../metaforge/service/entity/MenuEntity.java  |  32 +--
 .../service/entity/MessageEntity.java         |  51 ++--
 .../service/entity/NotificationEntity.java    |  44 ++-
 .../service/entity/PluginAuditEntity.java     |  53 ++--
 .../service/entity/ReportEntity.java          |  60 ++--
 .../metaforge/service/entity/RoleEntity.java  |  24 +-
 .../service/entity/ScheduledEntity.java       |  32 +--
 .../entity/ScheduledHistoryEntity.java        |  64 +++--
 .../service/entity/SnippetEntity.java         |  28 +-
 .../service/entity/SourceEntity.java          |  73 ++---
 .../metaforge/service/entity/UserEntity.java  |  82 +++---
 .../service/entity/UserLogEntity.java         |  42 ++-
 .../service/entity/WorkflowEntity.java        |  55 ++--
 .../initializer/RoleCodeConstraint.java       |   2 +
 .../service/persistence/FilterQuery.java      | 264 ++++++++++++++++++
 .../metaforge/service/persistence/Ids.java    |  34 +++
 .../service/persistence/JdbcConverters.java   | 156 +++++++++++
 .../service/persistence/Persistence.java      |  70 +++++
 .../service/persistence/Reference.java        |  21 ++
 .../service/persistence/References.java       | 151 ++++++++++
 .../service/persistence/Visibility.java       |  45 +++
 .../service/repository/BaseRepository.java    |  29 +-
 .../service/repository/ChatRepository.java    |   3 +-
 .../repository/DashboardRepository.java       |   8 +-
 .../repository/DataSetColumnRepository.java   |  12 +-
 .../service/repository/DataSetRepository.java |  19 +-
 .../repository/DatasetHistoryRepository.java  |  10 +-
 .../service/repository/MessageRepository.java |  17 +-
 .../repository/NotificationRepository.java    |  12 +-
 .../repository/PluginAuditRepository.java     |  33 +--
 .../service/repository/ReportRepository.java  |   8 +-
 .../service/repository/RoleRepository.java    |   3 +-
 .../ScheduledHistoryRepository.java           |  17 +-
 .../service/repository/SnippetRepository.java |   8 +-
 .../service/repository/SourceRepository.java  |  20 +-
 .../service/repository/UserLogRepository.java |  13 +-
 .../repository/jdbc/LinkRepository.java       |  87 ++++++
 .../repository/jdbc/MenuAccessRepository.java |  47 ++--
 .../security/UserDetailsServiceImpl.java      |  18 +-
 .../service/service/BaseService.java          |  34 ++-
 .../service/service/impl/ChatServiceImpl.java |   2 +-
 .../service/impl/DashboardServiceImpl.java    |  74 ++++-
 .../service/impl/DataSetServiceImpl.java      |  43 +--
 .../service/impl/ExecuteServiceImpl.java      |   4 +
 .../service/service/impl/MenuServiceImpl.java |  16 +-
 .../service/impl/MessageServiceImpl.java      |   6 +-
 .../service/impl/PluginAuditServiceImpl.java  |  38 ++-
 .../service/impl/ReportServiceImpl.java       |  19 +-
 .../service/service/impl/RoleServiceImpl.java |  21 +-
 .../service/impl/ScheduledServiceImpl.java    |  14 +-
 .../service/impl/SourceServiceImpl.java       |  16 +-
 .../service/impl/UserLogServiceImpl.java      |  24 +-
 .../service/service/impl/UserServiceImpl.java |  96 ++++++-
 pom.xml                                       |   2 +-
 110 files changed, 2330 insertions(+), 1967 deletions(-)
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/MigrationInitializerDetector.java
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/StartupMigration.java
 delete mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
 delete mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java
 delete mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java
 delete mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java
 delete mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java
 delete mode 100644 core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql
 delete mode 100644 core/metaforge-server/src/main/resources/schema/navigation-migration.sql
 delete mode 100644 core/metaforge-server/src/main/resources/schema/source-type-migration.sql
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/persistence/EntityMappingTest.java
 delete mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java
 delete mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java
 delete mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java
 delete mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/PersistenceContext.java
 rename core/metaforge-server/src/{main/resources/schema => test/resources/legacy}/setup-data.sql (100%)
 rename core/metaforge-server/src/{main/resources/schema => test/resources/legacy}/setup-schema-h2.sql (100%)
 rename core/metaforge-server/src/{main/resources/schema => test/resources/legacy}/setup-schema.sql (100%)
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJdbcConfigure.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJpaConfigure.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/adapter/FilterSpecification.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/AvatarConverter.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ConfigurationConverter.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/JpaConverterListString.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ListConverter.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/MapConverter.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/NotificationTypeConverter.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/PropertiesConverter.java
 delete mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/UserEditorConverter.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/FilterQuery.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Ids.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/JdbcConverters.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Persistence.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Reference.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/References.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Visibility.java
 create mode 100644 core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/LinkRepository.java

diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/SnippetAuthorize.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/SnippetAuthorize.java
index d68203577c..37c8d32c3c 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/SnippetAuthorize.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/SnippetAuthorize.java
@@ -23,7 +23,7 @@ public boolean validateById(Long id)
     {
         try {
             UserEntity loginUser = UserDetailsService.getUser();
-            if (Objects.equals(loginUser.getId(), this.snippetRepository.findById(id).get().getUser().getId())) {
+            if (Objects.equals(loginUser.getId(), this.snippetRepository.findById(id).get().getUserId())) {
                 return true;
             }
             throw new UserNotEqualsException(ServiceState.USER_UNAUTHORIZED.getValue());
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/UserAuthorize.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/UserAuthorize.java
index 65d9c37570..0971aad05e 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/UserAuthorize.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/authorize/UserAuthorize.java
@@ -39,7 +39,7 @@ public boolean validateSource(Long id)
     {
         try {
             UserEntity loginUser = UserDetailsService.getUser();
-            if (Objects.equals(loginUser.getId(), this.sourceRepository.findById(id).get().getUser().getId())) {
+            if (Objects.equals(loginUser.getId(), this.sourceRepository.findById(id).get().getUserId())) {
                 return true;
             }
             throw new UserNotEqualsException(ServiceState.USER_UNAUTHORIZED.getValue());
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/MessageController.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/MessageController.java
index dd9a0dd45e..b71e712868 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/MessageController.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/MessageController.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.server.controller;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.service.body.UserQuestionBody;
 import org.devlive.metaforge.service.entity.MessageEntity;
@@ -12,6 +13,7 @@
 
 @RestController()
 @RequestMapping(value = "/api/v1/message")
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class MessageController
         extends BaseController<MessageEntity>
 {
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/NotificationController.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/NotificationController.java
index 446afa26b2..45e97f92e4 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/NotificationController.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/NotificationController.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.server.controller;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.service.entity.NotificationEntity;
 import org.devlive.metaforge.service.repository.NotificationRepository;
 import org.devlive.metaforge.service.service.NotificationService;
@@ -8,6 +9,7 @@
 
 @RestController()
 @RequestMapping(value = "/api/v1/notification")
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class NotificationController
         extends BaseController<NotificationEntity>
 {
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/PluginAuditController.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/PluginAuditController.java
index 24de425a39..b945f1190b 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/PluginAuditController.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/controller/PluginAuditController.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.server.controller;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.service.entity.PluginAuditEntity;
 import org.devlive.metaforge.service.repository.PluginAuditRepository;
@@ -12,6 +13,7 @@
 
 @RestController()
 @RequestMapping(value = "/api/v1/audit/plugin")
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class PluginAuditController
         extends BaseController<PluginAuditEntity>
 {
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/handler/HandlerRestful.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/handler/HandlerRestful.java
index 7ca5325c9f..0f853672de 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/handler/HandlerRestful.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/handler/HandlerRestful.java
@@ -6,7 +6,7 @@
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.server.authorize.UserNotEqualsException;
 import org.devlive.metaforge.service.SelfException;
-import org.hibernate.exception.ConstraintViolationException;
+import org.springframework.dao.DataIntegrityViolationException;
 import org.springframework.http.HttpStatus;
 import org.springframework.http.converter.HttpMessageNotReadableException;
 import org.springframework.validation.BindingResult;
@@ -41,12 +41,12 @@ public CommonResponse<List<HandlerField>> handlerMethodArgumentNotValidException
         return CommonResponse.failure(ServiceState.REQUEST_VALID_ARGUMENT, list);
     }
 
-    @ExceptionHandler({ConstraintViolationException.class})
+    @ExceptionHandler({DataIntegrityViolationException.class})
     @ResponseStatus(HttpStatus.OK)
     @ResponseBody
-    public CommonResponse<String> handlerConstraintViolationException(ConstraintViolationException ex)
+    public CommonResponse<String> handlerConstraintViolationException(DataIntegrityViolationException ex)
     {
-        return CommonResponse.failure(ex.getMessage());
+        return CommonResponse.failure(ex.getMostSpecificCause().getMessage());
     }
 
     @ExceptionHandler({HttpMessageNotReadableException.class})
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/MigrationInitializerDetector.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/MigrationInitializerDetector.java
new file mode 100644
index 0000000000..d631333054
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/MigrationInitializerDetector.java
@@ -0,0 +1,19 @@
+package org.devlive.metaforge.server.migration;
+
+import org.springframework.boot.sql.init.dependency.AbstractBeansOfTypeDatabaseInitializerDetector;
+
+import java.util.Collections;
+import java.util.Set;
+
+/**
+ * Makes JDBC templates, repositories and other database-dependent beans wait for {@link StartupMigration}.
+ */
+public class MigrationInitializerDetector
+        extends AbstractBeansOfTypeDatabaseInitializerDetector
+{
+    @Override
+    protected Set<Class<?>> getDatabaseInitializerBeanTypes()
+    {
+        return Collections.singleton(StartupMigration.class);
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/StartupMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/StartupMigration.java
new file mode 100644
index 0000000000..366b29c743
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/migration/StartupMigration.java
@@ -0,0 +1,71 @@
+package org.devlive.metaforge.server.migration;
+
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.lang3.StringUtils;
+import org.devlive.metaforge.server.configure.SetupDatasourceGuardEnvironmentPostProcessor;
+import org.springframework.beans.factory.InitializingBean;
+import org.springframework.core.env.Environment;
+import org.springframework.stereotype.Component;
+
+import javax.sql.DataSource;
+
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.ResultSet;
+import java.util.Locale;
+
+/**
+ * Upgrades an installed metadata database before anything else touches it. Registered as a
+ * database initializer, so every JDBC component waits for it. Fresh databases are left to the
+ * setup wizard, and the temporary store used while the wizard runs is never migrated.
+ */
+@Slf4j
+@Component
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
+public class StartupMigration
+        implements InitializingBean
+{
+    private final DataSource dataSource;
+    private final Environment environment;
+
+    public StartupMigration(DataSource dataSource, Environment environment)
+    {
+        this.dataSource = dataSource;
+        this.environment = environment;
+    }
+
+    @Override
+    public void afterPropertiesSet()
+            throws Exception
+    {
+        if (StringUtils.isBlank(environment.getProperty("spring.datasource.url"))
+                || System.getProperty(SetupDatasourceGuardEnvironmentPostProcessor.FALLBACK_FROM_PROPERTY) != null) {
+            log.info("Schema migration skipped: no configured metadata database");
+            return;
+        }
+        try (Connection connection = dataSource.getConnection()) {
+            if (!hasMetadataTables(connection)) {
+                log.info("Schema migration skipped: the metadata database is not installed yet");
+                return;
+            }
+            DatabaseMigrator.migrate(connection);
+            log.info("Metadata schema is up to date");
+        }
+    }
+
+    static boolean hasMetadataTables(Connection connection)
+            throws Exception
+    {
+        DatabaseMetaData metadata = connection.getMetaData();
+        String table = metadata.storesUpperCaseIdentifiers() ? "METAFORGE_USER" : "metaforge_user";
+        try (ResultSet tables = metadata.getTables(connection.getCatalog(), connection.getSchema(), table, new String[] {"TABLE"})) {
+            while (tables.next()) {
+                if ("metaforge_user".equals(tables.getString("TABLE_NAME").toLowerCase(Locale.ROOT))) {
+                    return true;
+                }
+            }
+        }
+        return false;
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
deleted file mode 100644
index 209c6b5562..0000000000
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/runner/SchemaMigrationRunner.java
+++ /dev/null
@@ -1,45 +0,0 @@
-package org.devlive.metaforge.server.runner;
-
-import lombok.extern.slf4j.Slf4j;
-import org.devlive.metaforge.server.service.DatasetColumnExpressionMigration;
-import org.devlive.metaforge.server.service.NavigationMigration;
-import org.devlive.metaforge.server.service.SourceTypeMigration;
-import org.devlive.metaforge.service.initializer.InstallationState;
-import org.springframework.boot.CommandLineRunner;
-import org.springframework.core.annotation.Order;
-import org.springframework.stereotype.Component;
-
-import javax.sql.DataSource;
-
-import java.sql.Connection;
-
-@Slf4j
-@Component
-@Order(1)
-public class SchemaMigrationRunner
-        implements CommandLineRunner
-{
-    private final DataSource dataSource;
-    private final InstallationState installationState;
-
-    public SchemaMigrationRunner(DataSource dataSource, InstallationState installationState)
-    {
-        this.dataSource = dataSource;
-        this.installationState = installationState;
-    }
-
-    @Override
-    public void run(String... args)
-            throws Exception
-    {
-        if (!installationState.isInstalled()) {
-            log.info("Schema migration skipped: instance is not installed");
-            return;
-        }
-        try (Connection connection = dataSource.getConnection()) {
-            NavigationMigration.apply(connection);
-            SourceTypeMigration.apply(connection);
-            DatasetColumnExpressionMigration.apply(connection);
-        }
-    }
-}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java
deleted file mode 100644
index 18c132fa47..0000000000
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigration.java
+++ /dev/null
@@ -1,24 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import java.sql.Connection;
-import java.sql.ResultSet;
-
-/** Safe for old databases, new installations and a retry after MySQL DDL auto-commit. */
-public final class DatasetColumnExpressionMigration
-{
-    private DatasetColumnExpressionMigration() {}
-
-    public static void apply(Connection connection)
-            throws Exception
-    {
-        String table = connection.getMetaData().storesUpperCaseIdentifiers() ? "METAFORGE_DATASET_COLUMN" : "metaforge_dataset_column";
-        try (ResultSet columns = connection.getMetaData().getColumns(connection.getCatalog(), connection.getSchema(), table, null)) {
-            while (columns.next()) {
-                if ("expression".equalsIgnoreCase(columns.getString("COLUMN_NAME"))) {
-                    return;
-                }
-            }
-        }
-        SchemaMigration.apply(connection, "dataset-column-expression-v1", "schema/dataset-column-expression-migration.sql");
-    }
-}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java
deleted file mode 100644
index daa6742fbc..0000000000
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/NavigationMigration.java
+++ /dev/null
@@ -1,20 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import java.sql.Connection;
-
-/** One-time navigation catalogue upgrade; callers supply a dedicated connection. */
-public final class NavigationMigration
-{
-    private static final String KEY = "navigation-user-admin-v1";
-    private static final String SCRIPT = "schema/navigation-migration.sql";
-
-    private NavigationMigration()
-    {
-    }
-
-    public static void apply(Connection connection)
-            throws Exception
-    {
-        SchemaMigration.apply(connection, KEY, SCRIPT);
-    }
-}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java
deleted file mode 100644
index a80c44a9b5..0000000000
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SchemaMigration.java
+++ /dev/null
@@ -1,63 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import org.springframework.core.io.ClassPathResource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-
-import java.sql.Connection;
-import java.sql.PreparedStatement;
-import java.sql.ResultSet;
-import java.sql.SQLException;
-import java.sql.Statement;
-
-/** Keyed one-time schema migration; callers supply a dedicated connection. */
-public final class SchemaMigration
-{
-    private SchemaMigration()
-    {
-    }
-
-    public static void apply(Connection connection, String key, String scriptPath)
-            throws Exception
-    {
-        boolean autoCommit = connection.getAutoCommit();
-        try {
-            // MySQL DDL commits implicitly, so prepare the marker before migration DML.
-            connection.setAutoCommit(true);
-            try (Statement statement = connection.createStatement()) {
-                statement.execute("CREATE TABLE IF NOT EXISTS metaforge_schema_migration (migration_key VARCHAR(100) PRIMARY KEY, applied_at TIMESTAMP NULL DEFAULT NULL)");
-            }
-            try (PreparedStatement insert = connection.prepareStatement("INSERT IGNORE INTO metaforge_schema_migration (migration_key) VALUES (?)")) {
-                insert.setString(1, key);
-                insert.executeUpdate();
-            }
-            connection.setAutoCommit(false);
-            try {
-                boolean applied;
-                try (PreparedStatement lock = connection.prepareStatement("SELECT applied_at FROM metaforge_schema_migration WHERE migration_key = ? FOR UPDATE")) {
-                    lock.setString(1, key);
-                    try (ResultSet state = lock.executeQuery()) {
-                        if (!state.next()) {
-                            throw new SQLException("Migration state is missing: " + key);
-                        }
-                        applied = state.getTimestamp(1) != null;
-                    }
-                }
-                if (!applied) {
-                    ScriptUtils.executeSqlScript(connection, new ClassPathResource(scriptPath));
-                    try (PreparedStatement update = connection.prepareStatement("UPDATE metaforge_schema_migration SET applied_at = CURRENT_TIMESTAMP WHERE migration_key = ?")) {
-                        update.setString(1, key);
-                        update.executeUpdate();
-                    }
-                }
-                connection.commit();
-            }
-            catch (Exception exception) {
-                connection.rollback();
-                throw exception;
-            }
-        }
-        finally {
-            connection.setAutoCommit(autoCommit);
-        }
-    }
-}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
index 2f2a62fe8a..4b95c747f5 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
@@ -1,18 +1,18 @@
 package org.devlive.metaforge.server.service;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import lombok.extern.slf4j.Slf4j;
 import org.apache.commons.lang3.StringUtils;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.server.configure.SetupDatasourceGuardEnvironmentPostProcessor;
+import org.devlive.metaforge.server.migration.DatabaseMigrator;
 import org.devlive.metaforge.service.initializer.DataSetConfigure;
 import org.devlive.metaforge.service.initializer.InitializerConfigure;
 import org.devlive.metaforge.service.initializer.InstallationState;
 import org.springframework.boot.ApplicationArguments;
 import org.springframework.core.env.Environment;
-import org.springframework.core.io.ClassPathResource;
 import org.springframework.dao.DataAccessException;
 import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
 import org.springframework.security.crypto.password.PasswordEncoder;
 import org.springframework.stereotype.Service;
 
@@ -24,8 +24,9 @@
 import java.nio.file.Files;
 import java.sql.Connection;
 import java.sql.DriverManager;
+import java.sql.PreparedStatement;
 import java.sql.SQLException;
-import java.sql.Statement;
+import java.sql.Timestamp;
 import java.util.HashMap;
 import java.util.LinkedHashMap;
 import java.util.List;
@@ -44,6 +45,7 @@
  */
 @Slf4j
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class SetupService
 {
     private static final String CONFIG_OVERRIDE = "config/application.properties";
@@ -210,16 +212,8 @@ public CommonResponse<Object> install(SetupInstallBody body)
     private void installOnActiveDatasource(SetupInstallBody body)
             throws Exception
     {
-        boolean h2;
         try (Connection connection = dataSource.getConnection()) {
-            h2 = connection.getMetaData().getDatabaseProductName().contains("H2");
-        }
-        try (Connection connection = dataSource.getConnection()) {
-            executeScript(connection, h2 ? "schema/setup-schema-h2.sql" : "schema/setup-schema.sql");
-            executeScript(connection, "schema/setup-data.sql");
-            NavigationMigration.apply(connection);
-            SourceTypeMigration.apply(connection);
-            DatasetColumnExpressionMigration.apply(connection);
+            DatabaseMigrator.migrate(connection);
             createAdministrator(connection, body);
         }
         reloadRuntimeConfigures();
@@ -230,11 +224,7 @@ private void installOnTargetDatasource(SetupInstallBody body)
     {
         TargetDatabase target = resolveTarget(body.getDatabase());
         try (Connection connection = openTarget(target)) {
-            executeScript(connection, target.embedded ? "schema/setup-schema-h2.sql" : "schema/setup-schema.sql");
-            executeScript(connection, "schema/setup-data.sql");
-            NavigationMigration.apply(connection);
-            SourceTypeMigration.apply(connection);
-            DatasetColumnExpressionMigration.apply(connection);
+            DatabaseMigrator.migrate(connection);
             createAdministrator(connection, body);
         }
         persistDatasourceOverride(target);
@@ -305,7 +295,6 @@ private void persistDatasourceOverride(TargetDatabase target)
         lines.put("spring.datasource.url", target.url);
         lines.put("spring.datasource.username", target.username);
         lines.put("spring.datasource.password", target.password);
-        lines.put("spring.jpa.hibernate.ddl-auto", "none");
         StringBuilder content = new StringBuilder("# Written by the MetaForge setup wizard\n");
         for (Map.Entry<String, String> entry : lines.entrySet()) {
             content.append(entry.getKey()).append('=').append(entry.getValue()).append('\n');
@@ -347,33 +336,44 @@ private File resolveOverrideFile()
         return new File(CONFIG_OVERRIDE);
     }
 
-    private void executeScript(Connection connection, String path)
-            throws SQLException
-    {
-        ScriptUtils.executeSqlScript(connection, new ClassPathResource(path));
-    }
-
     private void createAdministrator(Connection connection, SetupInstallBody body)
             throws SQLException
     {
         String username = body.getUsername();
-        try (Statement statement = connection.createStatement()) {
-            statement.executeUpdate(String.format(
-                    "INSERT INTO metaforge_user (username, password, name, is_system, active, code) VALUES ('%s', '%s', '%s', 1, 1, '%s')",
-                    escape(username),
-                    escape(passwordEncoder.encode(body.getPassword())),
-                    escape(StringUtils.defaultIfBlank(body.getName(), username)),
-                    UUID.randomUUID().toString().replace("-", "")));
-            // role id 1 is the seeded system ADMIN role
-            statement.executeUpdate(String.format(
-                    "INSERT INTO metaforge_user_role_relation (user_id, role_id) SELECT id, 1 FROM metaforge_user WHERE username = '%s'",
-                    escape(username)));
+        Timestamp now = new Timestamp(System.currentTimeMillis());
+        boolean autoCommit = connection.getAutoCommit();
+        connection.setAutoCommit(false);
+        try {
+            try (PreparedStatement insert = connection.prepareStatement(
+                    "INSERT INTO metaforge_user (username, password_hash, name, is_system, active, code, create_time, update_time) VALUES (?, ?, ?, ?, ?, ?, ?, ?)")) {
+                insert.setString(1, username);
+                insert.setString(2, passwordEncoder.encode(body.getPassword()));
+                insert.setString(3, StringUtils.defaultIfBlank(body.getName(), username));
+                insert.setBoolean(4, true);
+                insert.setBoolean(5, true);
+                insert.setString(6, UUID.randomUUID().toString().replace("-", ""));
+                insert.setTimestamp(7, now);
+                insert.setTimestamp(8, now);
+                insert.executeUpdate();
+            }
+            // the seeded system role with code ADMIN
+            try (PreparedStatement link = connection.prepareStatement(
+                    "INSERT INTO metaforge_user_role (user_id, role_id) "
+                            + "SELECT u.id, r.id FROM metaforge_user u, metaforge_role r WHERE u.username = ? AND r.code = 'ADMIN'")) {
+                link.setString(1, username);
+                if (link.executeUpdate() != 1) {
+                    throw new SQLException("The ADMIN role is missing from the metadata database");
+                }
+            }
+            connection.commit();
+        }
+        catch (SQLException e) {
+            connection.rollback();
+            throw e;
+        }
+        finally {
+            connection.setAutoCommit(autoCommit);
         }
-    }
-
-    private String escape(String value)
-    {
-        return value == null ? "" : value.replace("'", "''");
     }
 
     private static class TargetDatabase
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java
deleted file mode 100644
index f4f601e0c1..0000000000
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SourceTypeMigration.java
+++ /dev/null
@@ -1,20 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import java.sql.Connection;
-
-/** One-time source plugin rename upgrade; callers supply a dedicated connection. */
-public final class SourceTypeMigration
-{
-    private static final String KEY = "source-type-redis-rename-v1";
-    private static final String SCRIPT = "schema/source-type-migration.sql";
-
-    private SourceTypeMigration()
-    {
-    }
-
-    public static void apply(Connection connection)
-            throws Exception
-    {
-        SchemaMigration.apply(connection, KEY, SCRIPT);
-    }
-}
diff --git a/core/metaforge-server/src/main/resources/META-INF/spring.factories b/core/metaforge-server/src/main/resources/META-INF/spring.factories
index a07afd8f88..f9d9492c93 100644
--- a/core/metaforge-server/src/main/resources/META-INF/spring.factories
+++ b/core/metaforge-server/src/main/resources/META-INF/spring.factories
@@ -1,2 +1,4 @@
 org.springframework.boot.env.EnvironmentPostProcessor=\
   org.devlive.metaforge.server.configure.SetupDatasourceGuardEnvironmentPostProcessor
+org.springframework.boot.sql.init.dependency.DatabaseInitializerDetector=\
+  org.devlive.metaforge.server.migration.MigrationInitializerDetector
diff --git a/core/metaforge-server/src/main/resources/application.properties b/core/metaforge-server/src/main/resources/application.properties
index 8949597524..cef759eb54 100644
--- a/core/metaforge-server/src/main/resources/application.properties
+++ b/core/metaforge-server/src/main/resources/application.properties
@@ -22,8 +22,8 @@ spring.web.resources.add-mappings=true
 # spring.datasource.url=jdbc:mysql://host:3306/metaforge?...
 # spring.datasource.username=
 # spring.datasource.password=
-spring.jpa.hibernate.ddl-auto=none
-spring.jpa.open-in-view=false
+# The metadata schema is migrated by MetaForge itself (DatabaseMigrator), never by Boot.
+spring.liquibase.enabled=false
 
 ################################ Cache configure #################################
 spring.redis.host=localhost
diff --git a/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml b/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml
index 66e72a8554..7f647edd2e 100644
--- a/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml
+++ b/core/metaforge-server/src/main/resources/db/changelog/core/core-0001-baseline.xml
@@ -22,7 +22,7 @@
             <column name="create_time" type="${instant}"/>
             <column name="update_time" type="${instant}"/>
             <column name="username" type="${string}(255)"/>
-            <column name="password" type="${string}(255)"/>
+            <column name="password_hash" type="${string}(255)"/>
             <column name="chat_configure" type="${text}"/>
             <column name="is_system" type="${flag}" defaultValueBoolean="false"/>
             <column name="editor_configure" type="${text}"/>
@@ -379,7 +379,7 @@
                 <constraints nullable="false"/>
             </column>
             <column name="username" type="${string}(255)"/>
-            <column name="password" type="${string}(255)"/>
+            <column name="connection_password" type="${string}(255)"/>
             <column name="catalog_name" type="${string}(255)"/>
             <column name="database_name" type="${string}(255)"/>
             <column name="use_ssl" type="${flag}" defaultValueBoolean="false"/>
diff --git a/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml b/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml
index 26698ab492..631a271b27 100644
--- a/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml
+++ b/core/metaforge-server/src/main/resources/db/changelog/legacy/legacy-upgrade.xml
@@ -186,13 +186,15 @@
             <tableExists tableName="metaforge_user_role_relation"/>
             <columnExists tableName="metaforge_source" columnName="_type"/>
         </preConditions>
-        <comment>Oracle rejects reserved words (public, comment) and identifiers starting with an underscore.</comment>
+        <comment>Oracle rejects reserved words (public, comment) and identifiers starting with an underscore; Liquibase quotes password there.</comment>
         <sql dbms="mysql,mariadb">
             ALTER TABLE metaforge_source RENAME COLUMN `_type` TO source_type;
             ALTER TABLE metaforge_source RENAME COLUMN `_catalog` TO catalog_name;
             ALTER TABLE metaforge_source RENAME COLUMN `_database` TO database_name;
             ALTER TABLE metaforge_source RENAME COLUMN `_ssl` TO use_ssl;
             ALTER TABLE metaforge_source RENAME COLUMN `public` TO is_public;
+            ALTER TABLE metaforge_source RENAME COLUMN `password` TO connection_password;
+            ALTER TABLE metaforge_user RENAME COLUMN `password` TO password_hash;
             ALTER TABLE metaforge_dataset_column RENAME COLUMN `comment` TO column_comment;
             ALTER TABLE metaforge_workflow RENAME COLUMN j_from_id TO from_source_id;
             ALTER TABLE metaforge_workflow RENAME COLUMN j_to_id TO to_source_id;
@@ -205,6 +207,8 @@
             ALTER TABLE metaforge_source ALTER COLUMN `_database` RENAME TO database_name;
             ALTER TABLE metaforge_source ALTER COLUMN `_ssl` RENAME TO use_ssl;
             ALTER TABLE metaforge_source ALTER COLUMN `public` RENAME TO is_public;
+            ALTER TABLE metaforge_source ALTER COLUMN `password` RENAME TO connection_password;
+            ALTER TABLE metaforge_user ALTER COLUMN `password` RENAME TO password_hash;
             ALTER TABLE metaforge_dataset_column ALTER COLUMN `comment` RENAME TO column_comment;
             ALTER TABLE metaforge_workflow ALTER COLUMN j_from_id RENAME TO from_source_id;
             ALTER TABLE metaforge_workflow ALTER COLUMN j_to_id RENAME TO to_source_id;
diff --git a/core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql b/core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql
deleted file mode 100644
index 7479107400..0000000000
--- a/core/metaforge-server/src/main/resources/schema/dataset-column-expression-migration.sql
+++ /dev/null
@@ -1 +0,0 @@
-ALTER TABLE `metaforge_dataset_column` ADD COLUMN `expression` TEXT;
diff --git a/core/metaforge-server/src/main/resources/schema/navigation-migration.sql b/core/metaforge-server/src/main/resources/schema/navigation-migration.sql
deleted file mode 100644
index 16a5ec268e..0000000000
--- a/core/metaforge-server/src/main/resources/schema/navigation-migration.sql
+++ /dev/null
@@ -1,50 +0,0 @@
--- Idempotent navigation catalogue upgrade for MySQL and H2.
--- Menu IDs, role assignments and custom entries are preserved.
-UPDATE metaforge_menu SET url = CONCAT('/admin', SUBSTRING(url, 8)) WHERE LOWER(url) = '/system' OR LOWER(url) LIKE '/system/%' OR LOWER(url) LIKE '/system?%' OR LOWER(url) LIKE '/system#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/profile', SUBSTRING(url, 20)) WHERE LOWER(url) = '/admin/user/profile' OR LOWER(url) LIKE '/admin/user/profile/%' OR LOWER(url) LIKE '/admin/user/profile?%' OR LOWER(url) LIKE '/admin/user/profile#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/info', SUBSTRING(url, 17)) WHERE LOWER(url) = '/admin/user/info' OR LOWER(url) LIKE '/admin/user/info/%' OR LOWER(url) LIKE '/admin/user/info?%' OR LOWER(url) LIKE '/admin/user/info#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/log', SUBSTRING(url, 16)) WHERE LOWER(url) = '/admin/user/log' OR LOWER(url) LIKE '/admin/user/log/%' OR LOWER(url) LIKE '/admin/user/log?%' OR LOWER(url) LIKE '/admin/user/log#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/editor', SUBSTRING(url, 19)) WHERE LOWER(url) = '/admin/user/editor' OR LOWER(url) LIKE '/admin/user/editor/%' OR LOWER(url) LIKE '/admin/user/editor?%' OR LOWER(url) LIKE '/admin/user/editor#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/assistant', SUBSTRING(url, 22)) WHERE LOWER(url) = '/admin/user/assistant' OR LOWER(url) LIKE '/admin/user/assistant/%' OR LOWER(url) LIKE '/admin/user/assistant?%' OR LOWER(url) LIKE '/admin/user/assistant#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/username', SUBSTRING(url, 21)) WHERE LOWER(url) = '/admin/user/username' OR LOWER(url) LIKE '/admin/user/username/%' OR LOWER(url) LIKE '/admin/user/username?%' OR LOWER(url) LIKE '/admin/user/username#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/password', SUBSTRING(url, 21)) WHERE LOWER(url) = '/admin/user/password' OR LOWER(url) LIKE '/admin/user/password/%' OR LOWER(url) LIKE '/admin/user/password?%' OR LOWER(url) LIKE '/admin/user/password#%';
-UPDATE metaforge_menu SET url = CONCAT('/account/notify', SUBSTRING(url, 19)) WHERE LOWER(url) = '/admin/user/notify' OR LOWER(url) LIKE '/admin/user/notify/%' OR LOWER(url) LIKE '/admin/user/notify?%' OR LOWER(url) LIKE '/admin/user/notify#%';
-UPDATE metaforge_menu SET url = CONCAT('/query', SUBSTRING(url, 13)) WHERE LOWER(url) = '/admin/query' OR LOWER(url) LIKE '/admin/query/%' OR LOWER(url) LIKE '/admin/query?%' OR LOWER(url) LIKE '/admin/query#%';
-UPDATE metaforge_menu SET url = CONCAT('/source', SUBSTRING(url, 14)) WHERE LOWER(url) = '/admin/source' OR LOWER(url) LIKE '/admin/source/%' OR LOWER(url) LIKE '/admin/source?%' OR LOWER(url) LIKE '/admin/source#%';
-UPDATE metaforge_menu SET url = CONCAT('/dataset', SUBSTRING(url, 15)) WHERE LOWER(url) = '/admin/dataset' OR LOWER(url) LIKE '/admin/dataset/%' OR LOWER(url) LIKE '/admin/dataset?%' OR LOWER(url) LIKE '/admin/dataset#%';
-UPDATE metaforge_menu SET url = CONCAT('/dashboard', SUBSTRING(url, 17)) WHERE LOWER(url) = '/admin/dashboard' OR LOWER(url) LIKE '/admin/dashboard/%' OR LOWER(url) LIKE '/admin/dashboard?%' OR LOWER(url) LIKE '/admin/dashboard#%';
-UPDATE metaforge_menu SET url = CONCAT('/history', SUBSTRING(url, 15)) WHERE LOWER(url) = '/admin/history' OR LOWER(url) LIKE '/admin/history/%' OR LOWER(url) LIKE '/admin/history?%' OR LOWER(url) LIKE '/admin/history#%';
-UPDATE metaforge_menu SET url = CONCAT('/snippet', SUBSTRING(url, 15)) WHERE LOWER(url) = '/admin/snippet' OR LOWER(url) LIKE '/admin/snippet/%' OR LOWER(url) LIKE '/admin/snippet?%' OR LOWER(url) LIKE '/admin/snippet#%';
-UPDATE metaforge_menu SET url = CONCAT('/report', SUBSTRING(url, 14)) WHERE LOWER(url) = '/admin/report' OR LOWER(url) LIKE '/admin/report/%' OR LOWER(url) LIKE '/admin/report?%' OR LOWER(url) LIKE '/admin/report#%';
-UPDATE metaforge_menu SET url = CONCAT('/chat', SUBSTRING(url, 12)) WHERE LOWER(url) = '/admin/chat' OR LOWER(url) LIKE '/admin/chat/%' OR LOWER(url) LIKE '/admin/chat?%' OR LOWER(url) LIKE '/admin/chat#%';
-UPDATE metaforge_menu SET url = CONCAT('/workflow', SUBSTRING(url, 16)) WHERE LOWER(url) = '/admin/workflow' OR LOWER(url) LIKE '/admin/workflow/%' OR LOWER(url) LIKE '/admin/workflow?%' OR LOWER(url) LIKE '/admin/workflow#%';
-
-INSERT INTO metaforge_menu (name, code, description, url, sorted, type, parent, active, i18n_key, icon) SELECT '数据开发', 'MANAGEMENT', '数据开发', '/workspace', 2, 'VIEW', 0, 1, 'navigation.dataDevelopment', 'Hammer' WHERE NOT EXISTS (SELECT 1 FROM metaforge_menu WHERE code = 'MANAGEMENT');
-UPDATE metaforge_menu SET name = '数据开发', url = '/workspace', sorted = 2, parent = 0, i18n_key = 'navigation.dataDevelopment', icon = 'Hammer' WHERE code = 'MANAGEMENT';
-
-INSERT INTO metaforge_menu (name, code, description, url, sorted, type, parent, active, i18n_key, icon) SELECT '数据分析', 'DATA_ANALYSIS', '数据分析', '/analysis', 3, 'VIEW', 0, 1, 'navigation.dataAnalysis', 'Gauge' WHERE NOT EXISTS (SELECT 1 FROM metaforge_menu WHERE code = 'DATA_ANALYSIS');
-UPDATE metaforge_menu SET name = '数据分析', url = '/analysis', sorted = 3, parent = 0, i18n_key = 'navigation.dataAnalysis', icon = 'Gauge' WHERE code = 'DATA_ANALYSIS';
-
-INSERT INTO metaforge_menu (name, code, description, url, sorted, type, parent, active, i18n_key, icon) SELECT '系统管理', 'SYSTEM', '系统管理', '/admin', 5, 'VIEW', 0, 1, 'navigation.systemManagement', 'SafetyCertificate' WHERE NOT EXISTS (SELECT 1 FROM metaforge_menu WHERE code = 'SYSTEM');
-UPDATE metaforge_menu SET name = '系统管理', url = '/admin', sorted = 5, parent = 0, i18n_key = 'navigation.systemManagement', icon = 'SafetyCertificate' WHERE code = 'SYSTEM';
-
-UPDATE metaforge_menu SET parent = (SELECT id FROM (SELECT id FROM metaforge_menu WHERE code = 'MANAGEMENT' ORDER BY id LIMIT 1) catalogue_root) WHERE code IN ('QUERY','DATASOURCE','DATASET','SNIPPET','HISTORY','WORKFLOW','b6669c359a7d41e581d906446366daf3');
-UPDATE metaforge_menu SET parent = (SELECT id FROM (SELECT id FROM metaforge_menu WHERE code = 'DATA_ANALYSIS' ORDER BY id LIMIT 1) catalogue_root) WHERE code IN ('DASHBOARD','REPORT');
-UPDATE metaforge_menu SET parent = (SELECT id FROM (SELECT id FROM metaforge_menu WHERE code = 'SYSTEM' ORDER BY id LIMIT 1) catalogue_root) WHERE code IN ('USERS','ROLE','MENU','SCHEDULE','FUNCTION','RUNTIME_CONFIGURE');
-UPDATE metaforge_menu SET sorted = 1 WHERE code = 'HOME';
-UPDATE metaforge_menu SET sorted = 1 WHERE code = 'QUERY';
-UPDATE metaforge_menu SET sorted = 2 WHERE code = 'DATASOURCE';
-UPDATE metaforge_menu SET sorted = 3 WHERE code = 'DATASET';
-UPDATE metaforge_menu SET sorted = 4 WHERE code = 'b6669c359a7d41e581d906446366daf3';
-UPDATE metaforge_menu SET sorted = 4 WHERE code = 'WORKFLOW';
-UPDATE metaforge_menu SET sorted = 5 WHERE code = 'SNIPPET';
-UPDATE metaforge_menu SET sorted = 6 WHERE code = 'HISTORY';
-UPDATE metaforge_menu SET sorted = 1 WHERE code = 'DASHBOARD';
-UPDATE metaforge_menu SET sorted = 2 WHERE code = 'REPORT';
-UPDATE metaforge_menu SET sorted = 4 WHERE code = 'STORE';
-UPDATE metaforge_menu SET sorted = 1 WHERE code = 'USERS';
-UPDATE metaforge_menu SET sorted = 2 WHERE code = 'ROLE';
-UPDATE metaforge_menu SET sorted = 3 WHERE code = 'MENU';
-UPDATE metaforge_menu SET sorted = 4 WHERE code = 'SCHEDULE';
-UPDATE metaforge_menu SET sorted = 5 WHERE code = 'FUNCTION';
-UPDATE metaforge_menu SET sorted = 6 WHERE code = 'RUNTIME_CONFIGURE';
diff --git a/core/metaforge-server/src/main/resources/schema/source-type-migration.sql b/core/metaforge-server/src/main/resources/schema/source-type-migration.sql
deleted file mode 100644
index 73a9163a54..0000000000
--- a/core/metaforge-server/src/main/resources/schema/source-type-migration.sql
+++ /dev/null
@@ -1,4 +0,0 @@
--- Idempotent source type upgrade for MySQL and H2.
--- Redis now ships as a single JDBC-backed connector named "Redis",
--- so sources created for the former "Redis Jdbc" plugin are re-pointed to it.
-UPDATE metaforge_source SET _type = 'Redis' WHERE _type = 'Redis Jdbc';
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java
index 6c1df1d2ac..8fac9a8f48 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/migration/DatabaseMigratorTest.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.server.migration;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.server.support.TestDatabase;
 import org.junit.jupiter.api.AfterAll;
 import org.junit.jupiter.api.BeforeAll;
@@ -29,6 +30,7 @@
  * Applies the changelog to the database selected with {@code -Dmetaforge.it.database}
  * (fresh install) and upgrades a pre-changelog installation, which only ever existed on H2 and MySQL.
  */
+@SuppressFBWarnings(value = "NP_NULL_ON_SOME_PATH_FROM_RETURN_VALUE", justification = "COUNT(*) and selected fixture rows are never null")
 public class DatabaseMigratorTest
 {
     private static TestDatabase database;
@@ -77,7 +79,7 @@ public void legacyH2InstallationUpgradesToTheFreshSchema()
             throws Exception
     {
         try (TestDatabase legacy = TestDatabase.h2(); TestDatabase fresh = TestDatabase.h2()) {
-            assertLegacyUpgrade(legacy, fresh, "schema/setup-schema-h2.sql");
+            assertLegacyUpgrade(legacy, fresh, "legacy/setup-schema-h2.sql");
         }
     }
 
@@ -96,7 +98,7 @@ public void legacyMysqlInstallationUpgradesToTheFreshSchema()
         }
         try (Connection legacy = DriverManager.getConnection(base + "legacy_upgrade", "root", database.password());
                 Connection fresh = DriverManager.getConnection(base + "legacy_fresh", "root", database.password())) {
-            assertLegacyUpgrade(legacy, fresh, "schema/setup-schema.sql");
+            assertLegacyUpgrade(legacy, fresh, "legacy/setup-schema.sql");
         }
     }
 
@@ -112,7 +114,7 @@ private void assertLegacyUpgrade(Connection legacy, Connection fresh, String sch
             throws Exception
     {
         ScriptUtils.executeSqlScript(legacy, new ClassPathResource(schema));
-        ScriptUtils.executeSqlScript(legacy, new ClassPathResource("schema/setup-data.sql"));
+        ScriptUtils.executeSqlScript(legacy, new ClassPathResource("legacy/setup-data.sql"));
         JdbcTemplate jdbc = jdbc(legacy);
         // Business rows linked the way the JPA mapping wrote them.
         jdbc.update("INSERT INTO metaforge_user (id, username, code) VALUES (7, 'alice', 'u7')");
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/persistence/EntityMappingTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/persistence/EntityMappingTest.java
new file mode 100644
index 0000000000..bb75cb7633
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/persistence/EntityMappingTest.java
@@ -0,0 +1,197 @@
+package org.devlive.metaforge.server.persistence;
+
+import org.devlive.metaforge.common.enums.DataSetState;
+import org.devlive.metaforge.executor.common.RunState;
+import org.devlive.metaforge.server.support.PersistenceContext;
+import org.devlive.metaforge.server.support.TestDatabase;
+import org.devlive.metaforge.service.entity.DataSetColumnEntity;
+import org.devlive.metaforge.service.entity.DataSetEntity;
+import org.devlive.metaforge.service.entity.ScheduledHistoryEntity;
+import org.devlive.metaforge.service.entity.SourceEntity;
+import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.entity.convert.AvatarEntity;
+import org.devlive.metaforge.service.itransient.NotificationTypeEntity;
+import org.devlive.metaforge.service.persistence.References;
+import org.devlive.metaforge.service.repository.DataSetColumnRepository;
+import org.devlive.metaforge.service.repository.DataSetRepository;
+import org.devlive.metaforge.service.repository.ScheduledHistoryRepository;
+import org.devlive.metaforge.service.repository.SourceRepository;
+import org.devlive.metaforge.service.repository.UserRepository;
+import org.junit.jupiter.api.AfterAll;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.config.BeanDefinition;
+import org.springframework.context.annotation.ClassPathScanningCandidateComponentProvider;
+import org.springframework.core.type.filter.AnnotationTypeFilter;
+import org.springframework.data.jdbc.core.JdbcAggregateOperations;
+import org.springframework.data.relational.core.mapping.RelationalMappingContext;
+import org.springframework.data.relational.core.mapping.RelationalPersistentEntity;
+import org.springframework.data.relational.core.mapping.RelationalPersistentProperty;
+import org.springframework.data.relational.core.mapping.Table;
+
+import javax.sql.DataSource;
+
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.ResultSet;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Locale;
+import java.util.Map;
+import java.util.Properties;
+import java.util.Set;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+/**
+ * Every mapped entity matches the migrated schema, and the value types that need conversions
+ * (JSON objects, text-backed lists, flags, CLOB text) round-trip on the selected database.
+ */
+public class EntityMappingTest
+{
+    private static PersistenceContext context;
+
+    @BeforeAll
+    public static void startDatabase()
+            throws Exception
+    {
+        context = PersistenceContext.start(TestDatabase.selectedSpec());
+    }
+
+    @AfterAll
+    public static void stopDatabase()
+    {
+        context.close();
+    }
+
+    @Test
+    public void everyMappedColumnExistsInTheMigratedSchema()
+            throws Exception
+    {
+        Map<String, Set<String>> schema = schema();
+        RelationalMappingContext mapping = context.bean(RelationalMappingContext.class);
+        ClassPathScanningCandidateComponentProvider scanner = new ClassPathScanningCandidateComponentProvider(false);
+        scanner.addIncludeFilter(new AnnotationTypeFilter(Table.class));
+        List<String> problems = new ArrayList<>();
+        int entities = 0;
+        for (BeanDefinition definition : scanner.findCandidateComponents("org.devlive.metaforge.service.entity")) {
+            entities++;
+            RelationalPersistentEntity<?> entity = mapping.getRequiredPersistentEntity(Class.forName(definition.getBeanClassName()));
+            String table = entity.getTableName().getReference().toLowerCase(Locale.ROOT);
+            Set<String> columns = schema.get(table);
+            if (columns == null) {
+                problems.add("missing table " + table);
+                continue;
+            }
+            entity.doWithProperties((RelationalPersistentProperty property) -> {
+                if (property.isEntity()) {
+                    problems.add(table + "." + property.getName() + " is mapped as a nested aggregate");
+                }
+                else if (!columns.contains(property.getColumnName().getReference().toLowerCase(Locale.ROOT))) {
+                    problems.add("missing column " + table + "." + property.getColumnName().getReference());
+                }
+            });
+        }
+        assertEquals(20, entities);
+        assertEquals(List.of(), problems);
+    }
+
+    @Test
+    public void everyTableCanBeReadThroughItsEntity()
+            throws Exception
+    {
+        JdbcAggregateOperations template = context.bean(JdbcAggregateOperations.class);
+        ClassPathScanningCandidateComponentProvider scanner = new ClassPathScanningCandidateComponentProvider(false);
+        scanner.addIncludeFilter(new AnnotationTypeFilter(Table.class));
+        for (BeanDefinition definition : scanner.findCandidateComponents("org.devlive.metaforge.service.entity")) {
+            // seeded rows (menus, roles, functions, schedules) exercise the vendor value types
+            template.findAll(Class.forName(definition.getBeanClassName())).forEach(entity -> assertTrue(entity != null));
+        }
+    }
+
+    @Test
+    public void convertedValuesRoundTrip()
+    {
+        UserEntity user = new UserEntity();
+        user.setUsername("mapper-" + System.nanoTime());
+        AvatarEntity avatar = new AvatarEntity();
+        avatar.setPath("avatars/权限.png");
+        user.setAvatarConfigure(avatar);
+        NotificationTypeEntity notify = new NotificationTypeEntity();
+        notify.setType("email");
+        user.setNotifyConfigure(List.of(notify));
+        user.setChatConfigure("x".repeat(20000));
+        UserEntity saved = context.bean(UserRepository.class).save(user);
+        UserEntity loaded = context.bean(UserRepository.class).findById(saved.getId()).orElseThrow();
+        assertEquals("avatars/权限.png", loaded.getAvatarConfigure().getPath());
+        assertEquals("email", loaded.getNotifyConfigure().get(0).getType());
+        assertEquals(20000, loaded.getChatConfigure().length());
+        assertTrue(loaded.isActive());
+        assertFalse(loaded.isSystem());
+
+        SourceEntity source = new SourceEntity();
+        source.setName("source");
+        source.setType("MySQL");
+        source.setHost("localhost");
+        source.setPort(3306);
+        source.setPublish(true);
+        source.setUser(saved);
+        SourceEntity savedSource = context.bean(SourceRepository.class).save(source);
+        assertEquals(saved.getId(), savedSource.getUserId());
+
+        DataSetEntity dataset = new DataSetEntity();
+        dataset.setName("dataset");
+        dataset.setState(List.of(DataSetState.METADATA_SUCCESS, DataSetState.TABLE_SUCCESS));
+        dataset.setTotalRows(42L);
+        dataset.setSource(savedSource);
+        dataset.setUser(saved);
+        DataSetEntity savedDataset = context.bean(DataSetRepository.class).save(dataset);
+        DataSetEntity loadedDataset = context.bean(References.class).load(context.bean(DataSetRepository.class).findById(savedDataset.getId()).orElseThrow());
+        assertEquals(List.of(DataSetState.METADATA_SUCCESS, DataSetState.TABLE_SUCCESS), loadedDataset.getState());
+        assertEquals("source", loadedDataset.getSource().getName());
+        assertTrue(loadedDataset.getSource().getPublish());
+        assertEquals(saved.getUsername(), loadedDataset.getUser().getUsername());
+
+        DataSetColumnEntity column = new DataSetColumnEntity();
+        column.setName("amount");
+        column.setPrimaryKey(true);
+        column.setFormula("round(amount, 2)");
+        column.setDataset(savedDataset);
+        context.bean(DataSetColumnRepository.class).save(column);
+        List<DataSetColumnEntity> columns = context.bean(DataSetColumnRepository.class).findAllByDatasetIdOrderByPositionAsc(savedDataset.getId());
+        assertEquals(1, columns.size());
+        assertTrue(columns.get(0).isPrimaryKey());
+        assertEquals("round(amount, 2)", columns.get(0).getFormula());
+
+        ScheduledHistoryEntity history = new ScheduledHistoryEntity();
+        Properties info = new Properties();
+        info.setProperty("rows", "7");
+        history.setInfo(info);
+        history.setState(RunState.SUCCESS);
+        history.setSource(savedSource);
+        ScheduledHistoryEntity savedHistory = context.bean(ScheduledHistoryRepository.class).save(history);
+        ScheduledHistoryEntity loadedHistory = context.bean(ScheduledHistoryRepository.class).findById(savedHistory.getId()).orElseThrow();
+        assertEquals("7", loadedHistory.getInfo().getProperty("rows"));
+        assertEquals(RunState.SUCCESS, loadedHistory.getState());
+    }
+
+    private static Map<String, Set<String>> schema()
+            throws Exception
+    {
+        Map<String, Set<String>> tables = new HashMap<>();
+        try (Connection connection = context.bean(DataSource.class).getConnection()) {
+            DatabaseMetaData meta = connection.getMetaData();
+            try (ResultSet result = meta.getColumns(connection.getCatalog(), connection.getSchema(), null, null)) {
+                while (result.next()) {
+                    tables.computeIfAbsent(result.getString("TABLE_NAME").toLowerCase(Locale.ROOT), key -> new HashSet<>())
+                            .add(result.getString("COLUMN_NAME").toLowerCase(Locale.ROOT));
+                }
+            }
+        }
+        return tables;
+    }
+}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java
index f0a04236b0..e6fefc760d 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetAccessTest.java
@@ -4,7 +4,6 @@
 import org.devlive.metaforge.service.SelfException;
 import org.devlive.metaforge.service.entity.DataSetColumnEntity;
 import org.devlive.metaforge.service.entity.DataSetEntity;
-import org.devlive.metaforge.service.entity.UserEntity;
 import org.devlive.metaforge.service.repository.DataSetColumnRepository;
 import org.devlive.metaforge.service.repository.DataSetRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
@@ -50,7 +49,7 @@ public void clear()
 
     private DataSetEntity dataset(long owner)
     {
-        return DataSetEntity.builder().id(7L).code("TARGET").user(UserEntity.builder().id(owner).build())
+        return DataSetEntity.builder().id(7L).code("TARGET").userId(owner)
                 .columns(Set.of(DataSetColumnEntity.builder().name("amount").id(42L).build())).build();
     }
 
@@ -76,7 +75,7 @@ public void replacementCannotReuseColumnsFromADifferentDataset()
     {
         DataSetEntity original = dataset(1);
         when(datasets.findById(7L)).thenReturn(Optional.of(original));
-        when(columns.findAllByDataset(original)).thenReturn(List.of(DataSetColumnEntity.builder().id(99L).name("owned").build()));
+        when(columns.findAllByDatasetId(7L)).thenReturn(List.of(DataSetColumnEntity.builder().id(99L).name("owned").build()));
         assertFalse(service.saveOrUpdate(datasets, dataset(1)).getStatus());
         verify(datasets, never()).save(any());
         verifyNoInteractions(plugins);
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java
deleted file mode 100644
index 7e397fd6e0..0000000000
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/DatasetColumnExpressionMigrationTest.java
+++ /dev/null
@@ -1,50 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import org.junit.jupiter.api.Test;
-import org.springframework.core.io.ClassPathResource;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.datasource.DriverManagerDataSource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-
-import java.sql.Connection;
-import java.util.UUID;
-
-import static org.junit.jupiter.api.Assertions.assertEquals;
-
-public class DatasetColumnExpressionMigrationTest
-{
-    @Test
-    public void upgradesExistingColumnsWithoutLosingRowsAndCanRunRepeatedly()
-            throws Exception
-    {
-        for (String identifiers : new String[] {"", ";DATABASE_TO_LOWER=TRUE"}) {
-            DriverManagerDataSource source = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DB_CLOSE_DELAY=-1" + identifiers, "sa", "");
-            JdbcTemplate jdbc = new JdbcTemplate(source);
-            try (Connection connection = source.getConnection()) {
-                ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
-                jdbc.execute("ALTER TABLE metaforge_dataset_column DROP COLUMN expression");
-                jdbc.update("INSERT INTO metaforge_dataset_column (id, name, is_virtual_column) VALUES (10, 'legacy', 1)");
-                DatasetColumnExpressionMigration.apply(connection);
-                DatasetColumnExpressionMigration.apply(connection);
-                assertEquals("legacy", jdbc.queryForObject("SELECT name FROM metaforge_dataset_column WHERE id = 10", String.class));
-                jdbc.update("UPDATE metaforge_dataset_column SET expression = 'round(amount, 2)' WHERE id = 10");
-                assertEquals("round(amount, 2)", jdbc.queryForObject("SELECT expression FROM metaforge_dataset_column WHERE id = 10", String.class));
-            }
-            finally {
-                jdbc.execute("SHUTDOWN");
-            }
-        }
-    }
-
-    @Test
-    public void newInstallationsAlreadyHaveTheColumnAndMigrationIsANoOp()
-            throws Exception
-    {
-        DriverManagerDataSource source = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL", "sa", "");
-        try (Connection connection = source.getConnection()) {
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
-            DatasetColumnExpressionMigration.apply(connection);
-            new JdbcTemplate(source).queryForList("SELECT expression FROM metaforge_dataset_column");
-        }
-    }
-}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/MenuAccessRepositoryTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/MenuAccessRepositoryTest.java
index 43db142d1c..3e58deab4a 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/MenuAccessRepositoryTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/MenuAccessRepositoryTest.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.server.service;
 
+import org.devlive.metaforge.server.migration.DatabaseMigrator;
 import org.devlive.metaforge.service.initializer.RoleCodeConstraint;
 import org.devlive.metaforge.service.record.TreeRecord;
 import org.devlive.metaforge.service.repository.RoleRepository;
@@ -11,11 +12,9 @@
 import org.junit.jupiter.api.AfterEach;
 import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
-import org.springframework.core.io.ClassPathResource;
 import org.springframework.dao.DataIntegrityViolationException;
 import org.springframework.jdbc.core.JdbcTemplate;
 import org.springframework.jdbc.datasource.DriverManagerDataSource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
 import org.springframework.security.authentication.UsernamePasswordAuthenticationToken;
 import org.springframework.security.core.context.SecurityContextHolder;
 
@@ -55,13 +54,17 @@ public void initialize()
         DriverManagerDataSource dataSource = new DriverManagerDataSource(
                 "jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", "");
         try (Connection connection = dataSource.getConnection()) {
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
+            DatabaseMigrator.migrate(connection);
         }
         jdbc = new JdbcTemplate(dataSource);
+        // start from an empty catalogue instead of the seeded one
+        jdbc.update("DELETE FROM metaforge_role_menu");
+        jdbc.update("DELETE FROM metaforge_menu");
+        jdbc.update("DELETE FROM metaforge_role");
         menus = new MenuAccessRepository(dataSource);
         jdbc.update("INSERT INTO metaforge_role (id, name, code) VALUES (1, 'First', 'FIRST'), (2, 'Second', 'SECOND'), (3, 'Other', 'OTHER')");
         jdbc.update("INSERT INTO metaforge_user (id, username, code) VALUES (10, 'owner', 'OWNER'), (20, 'other', 'OTHER')");
-        jdbc.update("INSERT INTO metaforge_user_role_relation (user_id, role_id) VALUES (10, 1), (10, 2), (20, 3)");
+        jdbc.update("INSERT INTO metaforge_user_role (user_id, role_id) VALUES (10, 1), (10, 2), (20, 3)");
         menu(100, "Admin", 0, 10, "VIEW");
         menu(200, "Home", 0, 0, "VIEW");
         menu(110, "Chosen", 100, 2, "VIEW");
@@ -71,7 +74,7 @@ public void initialize()
         menu(400, "Cycle one", 401, 40, "VIEW");
         menu(401, "Cycle two", 400, 41, "VIEW");
         menu(500, "Unsupported", 0, 50, null);
-        jdbc.update("INSERT INTO metaforge_role_menu_relation (role_id, menu_id) VALUES ('1', '100'), ('1', '110'), ('2', '110'), ('2', '200'), ('3', '120')");
+        jdbc.update("INSERT INTO metaforge_role_menu (role_id, menu_id) VALUES (1, 100), (1, 110), (2, 110), (2, 200), (3, 120)");
     }
 
     @AfterEach
@@ -88,7 +91,7 @@ public void roleTreeLoadsWithoutAnyJpaSessionAndPreservesPartialAssignments()
     {
         RoleRepository roles = mock(RoleRepository.class);
         RoleCodeConstraint constraint = mock(RoleCodeConstraint.class);
-        RoleServiceImpl service = new RoleServiceImpl(roles, menus, constraint);
+        RoleServiceImpl service = new RoleServiceImpl(roles, menus, constraint, null);
         List<TreeRecord> tree = service.getMenusByRoleId(1L).getData();
         assertEquals(200L, tree.get(0).getId());
         TreeRecord admin = find(tree, 100);
@@ -108,7 +111,7 @@ public void userNavigationUsesSqlUnionsAndCompletesOnlyRequiredAncestors()
     {
         UserRepository users = mock(UserRepository.class);
         RoleRepository roles = mock(RoleRepository.class);
-        UserServiceImpl service = new UserServiceImpl(users, roles, null, menus, null, null, null, null, null, null, null, null);
+        UserServiceImpl service = new UserServiceImpl(users, roles, null, menus, null, null, null, null, null, null, null, null, null, null, null, null);
         UserDetailsService principal = new UserDetailsService(10L, "OWNER", "owner", "", List.of(), null);
         SecurityContextHolder.getContext().setAuthentication(new UsernamePasswordAuthenticationToken(principal, "", principal.getAuthorities()));
         List<TreeRecord> tree = service.getMenus().getData();
@@ -145,7 +148,7 @@ public void invalidSelectionsAndMissingRolesLeaveAssignmentsUntouched()
     @Test
     public void failedInsertsRollBackBothDeletesAndPartialInserts()
     {
-        jdbc.execute("ALTER TABLE metaforge_role_menu_relation ADD CONSTRAINT reject_nested CHECK (menu_id <> '111')");
+        jdbc.execute("ALTER TABLE metaforge_role_menu ADD CONSTRAINT reject_nested CHECK (menu_id <> 111)");
         assertThrows(DataIntegrityViolationException.class, () -> menus.replaceRoleMenus(1L, new LinkedHashSet<>(List.of(120L, 111L))));
         assertEquals(Set.of(100L, 110L), assigned(1));
         assertEquals(Set.of(110L, 200L), assigned(2));
@@ -185,7 +188,7 @@ private void menu(long id, String name, long parent, int sorted, String type)
 
     private Set<Long> assigned(long role)
     {
-        return new HashSet<>(jdbc.queryForList("SELECT menu_id FROM metaforge_role_menu_relation WHERE role_id = ?", Long.class, Long.toString(role)));
+        return new HashSet<>(jdbc.queryForList("SELECT menu_id FROM metaforge_role_menu WHERE role_id = ?", Long.class, role));
     }
 
     private List<TreeRecord> flatten(List<TreeRecord> tree)
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java
deleted file mode 100644
index 3d8bbbaaaf..0000000000
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/NavigationMigrationTest.java
+++ /dev/null
@@ -1,157 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import org.devlive.metaforge.server.runner.SchemaMigrationRunner;
-import org.devlive.metaforge.service.common.NavigationPaths;
-import org.devlive.metaforge.service.initializer.InstallationState;
-import org.devlive.metaforge.service.record.TreeRecord;
-import org.devlive.metaforge.service.repository.jdbc.MenuAccessRepository;
-import org.junit.jupiter.api.AfterEach;
-import org.junit.jupiter.api.BeforeEach;
-import org.junit.jupiter.api.Test;
-import org.springframework.core.io.ClassPathResource;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.datasource.DriverManagerDataSource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-
-import javax.sql.DataSource;
-
-import java.sql.Connection;
-import java.util.ArrayList;
-import java.util.List;
-import java.util.Map;
-import java.util.UUID;
-
-import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.jupiter.api.Assertions.assertFalse;
-import static org.junit.jupiter.api.Assertions.assertThrows;
-import static org.junit.jupiter.api.Assertions.assertTrue;
-import static org.mockito.Mockito.mock;
-import static org.mockito.Mockito.verifyNoInteractions;
-
-public class NavigationMigrationTest
-{
-    private DriverManagerDataSource dataSource;
-    private JdbcTemplate jdbc;
-
-    @BeforeEach
-    public void initialize()
-            throws Exception
-    {
-        dataSource = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", "");
-        try (Connection connection = dataSource.getConnection()) {
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-data.sql"));
-        }
-        jdbc = new JdbcTemplate(dataSource);
-        jdbc.update("INSERT INTO metaforge_user (id, username, code) VALUES (10, 'ordinary', 'ORDINARY'), (11, 'administrator', 'ADMINISTRATOR')");
-        jdbc.update("INSERT INTO metaforge_user_role_relation (user_id, role_id) VALUES (10, 2), (11, 1)");
-        jdbc.update("UPDATE metaforge_menu SET url = '/admin/query' WHERE code = 'QUERY'");
-        jdbc.update("UPDATE metaforge_menu SET url = '/system/role' WHERE code = 'ROLE'");
-        jdbc.update("UPDATE metaforge_menu SET url = '/system' WHERE code = 'SYSTEM'");
-        jdbc.update("INSERT INTO metaforge_menu (id, name, code, url, type, parent) VALUES (10000, 'Custom entry', 'CUSTOM_ENTRY', '/custom', 'VIEW', 0)");
-    }
-
-    @AfterEach
-    public void close()
-    {
-        if (jdbc != null) {
-            jdbc.execute("SHUTDOWN");
-        }
-    }
-
-    @Test
-    public void legacyCataloguesAreRegroupedWithoutChangingIdsOrGrants()
-            throws Exception
-    {
-        List<Map<String, Object>> grants = jdbc.queryForList("SELECT * FROM metaforge_role_menu_relation ORDER BY role_id, menu_id");
-        SchemaMigrationRunner runner = new SchemaMigrationRunner(dataSource, new InstallationState(dataSource));
-        runner.run();
-        runner.run();
-        assertEquals("/query", url("QUERY"));
-        assertEquals("/admin/role", url("ROLE"));
-        assertEquals("/workspace", url("MANAGEMENT"));
-        assertEquals("/admin", url("SYSTEM"));
-        assertEquals(1, jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_menu WHERE code = 'DATA_ANALYSIS'", Integer.class));
-        assertEquals(4L, jdbc.queryForObject("SELECT id FROM metaforge_menu WHERE code = 'DATASOURCE'", Long.class));
-        assertEquals(3L, jdbc.queryForObject("SELECT parent FROM metaforge_menu WHERE code = 'DATASET'", Long.class));
-        assertEquals(8L, jdbc.queryForObject("SELECT parent FROM metaforge_menu WHERE code = 'FUNCTION'", Long.class));
-        assertEquals(jdbc.queryForObject("SELECT id FROM metaforge_menu WHERE code = 'DATA_ANALYSIS'", Long.class), jdbc.queryForObject("SELECT parent FROM metaforge_menu WHERE code = 'DASHBOARD'", Long.class));
-        assertEquals(grants, jdbc.queryForList("SELECT * FROM metaforge_role_menu_relation ORDER BY role_id, menu_id"));
-        assertEquals("/custom", url("CUSTOM_ENTRY"));
-    }
-
-    @Test
-    public void ordinaryMenusCannotExposeTheAdminAreaEvenIfAnOldGrantExists()
-            throws Exception
-    {
-        jdbc.update("INSERT INTO metaforge_role_menu_relation (role_id, menu_id) VALUES ('2', '12')");
-        new SchemaMigrationRunner(dataSource, new InstallationState(dataSource)).run();
-        MenuAccessRepository menus = new MenuAccessRepository(dataSource);
-        List<TreeRecord> ordinary = flatten(menus.findUserMenus("ORDINARY").orElseThrow());
-        assertTrue(ordinary.stream().anyMatch(menu -> "/query".equals(menu.getUrl())));
-        assertFalse(ordinary.stream().anyMatch(menu -> NavigationPaths.administrative(menu.getUrl())));
-        List<TreeRecord> admin = flatten(menus.findUserMenus("ADMINISTRATOR").orElseThrow());
-        assertTrue(admin.stream().anyMatch(menu -> "/admin/role".equals(menu.getUrl())));
-    }
-
-    @Test
-    public void laterAdministratorCustomizationsSurviveSubsequentRestarts()
-            throws Exception
-    {
-        SchemaMigrationRunner runner = new SchemaMigrationRunner(dataSource, new InstallationState(dataSource));
-        runner.run();
-        jdbc.update("UPDATE metaforge_menu SET parent = 10000, sorted = 99 WHERE code = 'QUERY'");
-        jdbc.update("UPDATE metaforge_menu SET name = 'Team analytics' WHERE code = 'DATA_ANALYSIS'");
-        runner.run();
-        assertEquals(10000L, jdbc.queryForObject("SELECT parent FROM metaforge_menu WHERE code = 'QUERY'", Long.class));
-        assertEquals(99, jdbc.queryForObject("SELECT sorted FROM metaforge_menu WHERE code = 'QUERY'", Integer.class));
-        assertEquals("Team analytics", jdbc.queryForObject("SELECT name FROM metaforge_menu WHERE code = 'DATA_ANALYSIS'", String.class));
-    }
-
-    @Test
-    public void migrationFailureRollsBackEarlierUrlChanges()
-    {
-        jdbc.execute("ALTER TABLE metaforge_menu ADD CONSTRAINT reject_query CHECK (url <> '/query')");
-        assertThrows(Exception.class, () -> new SchemaMigrationRunner(dataSource, new InstallationState(dataSource)).run());
-        assertEquals("/system", url("SYSTEM"));
-        assertEquals("/admin/query", url("QUERY"));
-    }
-
-    @Test
-    public void uninstalledInstancesDoNotRunCatalogueQueries()
-            throws Exception
-    {
-        DataSource unavailable = mock(DataSource.class);
-        new SchemaMigrationRunner(unavailable, mock(InstallationState.class)).run();
-        verifyNoInteractions(unavailable);
-    }
-
-    @Test
-    public void canonicalPathsPreserveParametersAndRemainStable()
-    {
-        assertEquals("/source/Src/d/MyDB", NavigationPaths.canonical("/ADMIN/SOURCE/Src/d/MyDB"));
-        assertEquals("/account/profile", NavigationPaths.canonical("/admin/user/profile"));
-        assertEquals("/admin/user", NavigationPaths.canonical("/system/user"));
-        assertEquals("/query?sql=SELECT#editor", NavigationPaths.canonical("/admin/query?sql=SELECT#editor"));
-        assertEquals("/admin/role", NavigationPaths.canonical(NavigationPaths.canonical("/system/role")));
-        TreeRecord customized = TreeRecord.builder().code("MANAGEMENT").url("/workspace").i18nKey("common.source").build();
-        assertEquals("common.source", NavigationPaths.normalize(customized).getI18nKey());
-    }
-
-    private String url(String code)
-    {
-        return jdbc.queryForObject("SELECT url FROM metaforge_menu WHERE code = ?", String.class, code);
-    }
-
-    private List<TreeRecord> flatten(List<TreeRecord> tree)
-    {
-        List<TreeRecord> result = new ArrayList<>();
-        for (TreeRecord record : tree) {
-            result.add(record);
-            if (record.getChildren() != null) {
-                result.addAll(flatten(record.getChildren()));
-            }
-        }
-        return result;
-    }
-}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/RoleCodeTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/RoleCodeTest.java
index 238cf6d3bf..7dc2c2866f 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/RoleCodeTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/RoleCodeTest.java
@@ -35,13 +35,13 @@ public class RoleCodeTest
 {
     private final RoleRepository repository = mock(RoleRepository.class);
     private final RoleCodeConstraint constraint = mock(RoleCodeConstraint.class);
-    private final RoleServiceImpl service = new RoleServiceImpl(repository, null, constraint);
+    private final RoleServiceImpl service = new RoleServiceImpl(repository, null, constraint, null);
 
     @Test
     public void customCodeIsTrimmedAndSavedAsANewRole()
             throws Exception
     {
-        when(repository.saveAndFlush(any())).thenAnswer(invocation -> invocation.getArgument(0));
+        when(repository.save(any())).thenAnswer(invocation -> invocation.getArgument(0));
         CommonResponse<RoleEntity> response = service.createRole(role(null, " CUSTOM_READ "));
         assertTrue(response.getStatus());
         assertEquals("CUSTOM_READ", response.getData().getCode());
@@ -52,7 +52,7 @@ public void customCodeIsTrimmedAndSavedAsANewRole()
     @Test
     public void blankCodeStillGeneratesAnIdentifier()
     {
-        when(repository.saveAndFlush(any())).thenAnswer(invocation -> invocation.getArgument(0));
+        when(repository.save(any())).thenAnswer(invocation -> invocation.getArgument(0));
         CommonResponse<RoleEntity> response = service.createRole(role(null, "   "));
         assertTrue(response.getStatus());
         assertTrue(response.getData().getCode().matches("[a-f0-9]{32}"));
@@ -66,7 +66,7 @@ public void invalidDuplicateAndExistingIdentityCannotBeCreated()
         assertEquals(ServiceState.USER_ROLE_ID_MISMATCH.getCode(), service.createRole(role(1L, "EXISTING")).getCode());
         when(repository.existsByCode("TAKEN")).thenReturn(true);
         assertEquals(ServiceState.USER_ROLE_CODE_EXISTS.getCode(), service.createRole(role(null, "TAKEN")).getCode());
-        verify(repository, never()).saveAndFlush(any());
+        verify(repository, never()).save(any());
         verifyNoInteractions(constraint);
     }
 
@@ -85,7 +85,7 @@ public void checkEndpointReportsAvailabilityAndRejectsInvalidFormats()
     public void databaseUniquenessRaceReturnsADuplicateResponse()
     {
         when(repository.existsByCode("RACE")).thenReturn(false, true);
-        when(repository.saveAndFlush(any())).thenThrow(new DataIntegrityViolationException("duplicate code"));
+        when(repository.save(any())).thenThrow(new DataIntegrityViolationException("duplicate code"));
         assertEquals(ServiceState.USER_ROLE_CODE_EXISTS.getCode(), service.createRole(role(null, "RACE")).getCode());
     }
 
@@ -97,7 +97,7 @@ public void editingRejectsCodeChangesAndMismatchedIdentities()
         assertEquals(ServiceState.USER_ROLE_CODE_IMMUTABLE.getCode(), service.updateRole("ORIGINAL", role(1L, "OTHER")).getCode());
         assertEquals(ServiceState.USER_ROLE_ID_MISMATCH.getCode(), service.updateRole("ORIGINAL", role(2L, "ORIGINAL")).getCode());
         assertEquals("ORIGINAL", existing.getCode());
-        verify(repository, never()).saveAndFlush(any());
+        verify(repository, never()).save(any());
     }
 
     @Test
@@ -109,7 +109,7 @@ public void validEditsPreserveTheCodeAndAssignedMenus()
         Set<MenuEntity> menus = Set.of(menu);
         existing.setMenus(menus);
         when(repository.findByCode("ORIGINAL")).thenReturn(Optional.of(existing));
-        when(repository.saveAndFlush(any())).thenAnswer(invocation -> invocation.getArgument(0));
+        when(repository.save(any())).thenAnswer(invocation -> invocation.getArgument(0));
         RoleEntity update = role(1L, "ORIGINAL");
         update.setName("Updated role");
         CommonResponse<RoleEntity> response = service.updateRole("ORIGINAL", update);
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java
deleted file mode 100644
index 58f58b2743..0000000000
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupSchemaTest.java
+++ /dev/null
@@ -1,71 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import org.devlive.metaforge.service.entity.ConfigureEntity;
-import org.devlive.metaforge.service.entity.DataSetColumnEntity;
-import org.devlive.metaforge.service.entity.DatasetHistoryEntity;
-import org.junit.jupiter.api.Test;
-import org.springframework.core.io.ClassPathResource;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.datasource.DriverManagerDataSource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-import org.springframework.orm.jpa.LocalContainerEntityManagerFactoryBean;
-import org.springframework.orm.jpa.vendor.HibernateJpaVendorAdapter;
-
-import javax.persistence.EntityManager;
-
-import java.sql.Connection;
-import java.util.UUID;
-
-import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.jupiter.api.Assertions.assertTrue;
-
-public class SetupSchemaTest
-{
-    @Test
-    public void testSetupSchemaSupportsCurrentEntitiesAndRepeatedInitialization()
-            throws Exception
-    {
-        DriverManagerDataSource dataSource = new DriverManagerDataSource(
-                "jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", "");
-        LocalContainerEntityManagerFactoryBean factory = new LocalContainerEntityManagerFactoryBean();
-        try {
-            try (Connection connection = dataSource.getConnection()) {
-                for (int attempt = 0; attempt < 2; attempt++) {
-                    ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
-                    ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-data.sql"));
-                    NavigationMigration.apply(connection);
-                }
-            }
-            factory.setDataSource(dataSource);
-            factory.setJpaVendorAdapter(new HibernateJpaVendorAdapter());
-            factory.setPackagesToScan("org.devlive.metaforge.service.entity");
-            factory.afterPropertiesSet();
-            EntityManager manager = factory.getObject().createEntityManager();
-            try {
-                // Real entity projections reproduce the startup queries that
-                // previously failed after installing an outdated schema.
-                assertTrue(manager.createQuery("SELECT h FROM DatasetHistoryEntity h", DatasetHistoryEntity.class).getResultList().isEmpty());
-                assertTrue(manager.createQuery("SELECT c FROM ConfigureEntity c", ConfigureEntity.class).getResultList().isEmpty());
-                DataSetColumnEntity column = DataSetColumnEntity.builder().name("rounded_amount").aliasName("Rounded amount")
-                        .virtualColumn(true).customColumn(true).formula("round(amount, 2)").build();
-                manager.getTransaction().begin();
-                manager.persist(column);
-                manager.getTransaction().commit();
-                Long columnId = column.getId();
-                manager.clear();
-                assertEquals("round(amount, 2)", manager.find(DataSetColumnEntity.class, columnId).getFormula());
-            }
-            finally {
-                manager.close();
-            }
-            JdbcTemplate jdbc = new JdbcTemplate(dataSource);
-            assertEquals(1, jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_menu WHERE code = 'RUNTIME_CONFIGURE'", Integer.class));
-            assertEquals(1, jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_role_menu_relation r "
-                    + "JOIN metaforge_menu m ON r.menu_id = CAST(m.id AS CHAR) WHERE r.role_id = '1' AND m.code = 'RUNTIME_CONFIGURE'", Integer.class));
-        }
-        finally {
-            factory.destroy();
-            new JdbcTemplate(dataSource).execute("SHUTDOWN");
-        }
-    }
-}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java
deleted file mode 100644
index 03fb34d274..0000000000
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SourceTypeMigrationTest.java
+++ /dev/null
@@ -1,74 +0,0 @@
-package org.devlive.metaforge.server.service;
-
-import org.devlive.metaforge.server.runner.SchemaMigrationRunner;
-import org.devlive.metaforge.service.initializer.InstallationState;
-import org.junit.jupiter.api.AfterEach;
-import org.junit.jupiter.api.BeforeEach;
-import org.junit.jupiter.api.Test;
-import org.springframework.core.io.ClassPathResource;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.datasource.DriverManagerDataSource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-
-import javax.sql.DataSource;
-
-import java.sql.Connection;
-import java.util.UUID;
-
-import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.mockito.Mockito.mock;
-import static org.mockito.Mockito.verifyNoInteractions;
-
-public class SourceTypeMigrationTest
-{
-    private DriverManagerDataSource dataSource;
-    private JdbcTemplate jdbc;
-
-    @BeforeEach
-    public void initialize()
-            throws Exception
-    {
-        dataSource = new DriverManagerDataSource("jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", "");
-        try (Connection connection = dataSource.getConnection()) {
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-data.sql"));
-        }
-        jdbc = new JdbcTemplate(dataSource);
-        jdbc.update("INSERT INTO metaforge_user (id, username, code) VALUES (10, 'ordinary', 'ORDINARY')");
-        jdbc.update("INSERT INTO metaforge_source (host, name, port, _type) VALUES ('127.0.0.1', 'legacy-jdbc', 6379, 'Redis Jdbc'), ('127.0.0.1', 'plain-redis', 6379, 'Redis'), ('127.0.0.1', 'mysql', 3306, 'MySQL')");
-    }
-
-    @AfterEach
-    public void close()
-    {
-        if (jdbc != null) {
-            jdbc.execute("SHUTDOWN");
-        }
-    }
-
-    @Test
-    public void legacyRedisJdbcSourcesAreRePointedToTheUnifiedConnector()
-            throws Exception
-    {
-        SchemaMigrationRunner runner = new SchemaMigrationRunner(dataSource, new InstallationState(dataSource));
-        runner.run();
-        runner.run();
-        assertEquals("Redis", type("legacy-jdbc"));
-        assertEquals("Redis", type("plain-redis"));
-        assertEquals("MySQL", type("mysql"));
-    }
-
-    @Test
-    public void uninstalledInstancesDoNotRunMigrationQueries()
-            throws Exception
-    {
-        DataSource unavailable = mock(DataSource.class);
-        new SchemaMigrationRunner(unavailable, mock(InstallationState.class)).run();
-        verifyNoInteractions(unavailable);
-    }
-
-    private String type(String name)
-    {
-        return jdbc.queryForObject("SELECT _type FROM metaforge_source WHERE name = ?", String.class, name);
-    }
-}
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/TableFilterTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/TableFilterTest.java
index 2a50c69d25..6f58b32ed1 100644
--- a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/TableFilterTest.java
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/TableFilterTest.java
@@ -1,91 +1,80 @@
 package org.devlive.metaforge.server.service;
 
 import org.devlive.metaforge.common.enums.State;
+import org.devlive.metaforge.server.support.PersistenceContext;
+import org.devlive.metaforge.server.support.TestDatabase;
 import org.devlive.metaforge.service.body.FilterBody;
 import org.devlive.metaforge.service.body.FilterCriterionBody;
 import org.devlive.metaforge.service.entity.SourceEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
 import org.devlive.metaforge.service.entity.UserLogEntity;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.SourceRepository;
 import org.devlive.metaforge.service.repository.UserLogRepository;
+import org.devlive.metaforge.service.repository.UserRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 import org.devlive.metaforge.service.service.impl.UserLogServiceImpl;
+import org.junit.jupiter.api.AfterAll;
 import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.BeforeAll;
 import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
-import org.springframework.core.io.ClassPathResource;
 import org.springframework.data.domain.Page;
-import org.springframework.data.jpa.repository.support.JpaRepositoryFactory;
-import org.springframework.jdbc.datasource.DriverManagerDataSource;
-import org.springframework.jdbc.datasource.init.ScriptUtils;
-import org.springframework.orm.jpa.LocalContainerEntityManagerFactoryBean;
-import org.springframework.orm.jpa.vendor.HibernateJpaVendorAdapter;
 import org.springframework.security.authentication.UsernamePasswordAuthenticationToken;
 import org.springframework.security.core.context.SecurityContextHolder;
 
-import javax.persistence.EntityManager;
-
-import java.sql.Connection;
 import java.sql.Timestamp;
 import java.time.LocalDateTime;
-import java.time.ZoneId;
-import java.util.Date;
+import java.util.HashSet;
 import java.util.Map;
-import java.util.UUID;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.junit.jupiter.api.Assertions.assertThrows;
 import static org.junit.jupiter.api.Assertions.assertTrue;
 
+/**
+ * Listing filters on the database selected with {@code -Dmetaforge.it.database}.
+ */
 public class TableFilterTest
 {
-    private LocalContainerEntityManagerFactoryBean factory;
-    private EntityManager manager;
+    private static PersistenceContext context;
     private SourceRepository repository;
     private UserEntity owner;
     private UserEntity other;
 
+    @BeforeAll
+    public static void startDatabase()
+            throws Exception
+    {
+        context = PersistenceContext.start(TestDatabase.selectedSpec());
+    }
+
+    @AfterAll
+    public static void stopDatabase()
+    {
+        context.close();
+    }
+
     @BeforeEach
     public void initialize()
-            throws Exception
     {
-        DriverManagerDataSource dataSource = new DriverManagerDataSource(
-                "jdbc:h2:mem:" + UUID.randomUUID() + ";MODE=MySQL;DATABASE_TO_LOWER=TRUE;DB_CLOSE_DELAY=-1", "sa", "");
-        try (Connection connection = dataSource.getConnection()) {
-            ScriptUtils.executeSqlScript(connection, new ClassPathResource("schema/setup-schema-h2.sql"));
-        }
-        factory = new LocalContainerEntityManagerFactoryBean();
-        factory.setDataSource(dataSource);
-        factory.setJpaVendorAdapter(new HibernateJpaVendorAdapter());
-        factory.setPackagesToScan("org.devlive.metaforge.service.entity");
-        factory.afterPropertiesSet();
-        manager = factory.getObject().createEntityManager();
-        repository = new JpaRepositoryFactory(manager).getRepository(SourceRepository.class);
-        manager.getTransaction().begin();
+        context.jdbc().update("DELETE FROM metaforge_user_log");
+        context.jdbc().update("DELETE FROM metaforge_source");
+        context.jdbc().update("DELETE FROM metaforge_user");
+        repository = context.bean(SourceRepository.class);
         owner = user("owner");
         other = user("other");
         for (int day = 1; day <= 4; day++) {
-            source("owned-" + day, "Alpha " + day, day % 2 == 1, "2026-10-0" + day + "T12:00:00", owner, false);
+            source("owned-" + day, "Alpha " + day, day % 2 != 0, "2026-10-0" + day + "T12:00:00", owner, false);
         }
         source("public", "Alpha shared", false, "2026-10-03T23:59:59", other, true);
         source("private", "Alpha private", true, "2026-10-03T12:00:00", other, false);
-        manager.getTransaction().commit();
-        manager.clear();
     }
 
     @AfterEach
     public void close()
     {
         SecurityContextHolder.clearContext();
-        if (manager != null) {
-            if (manager.getTransaction().isActive()) {
-                manager.getTransaction().rollback();
-            }
-            manager.close();
-        }
-        if (factory != null) {
-            factory.destroy();
-        }
     }
 
     @Test
@@ -95,12 +84,12 @@ public void keywordFiltersBeforePaginationAndKeepsPrivateSourcesHidden()
         filter.setKeyword(" aLPHa ");
         filter.setPage(2);
         filter.setSize(2);
-        Page<SourceEntity> page = repository.findFiltered(filter, owner);
+        Page<SourceEntity> page = Persistence.filtered(repository, filter, owner);
         assertEquals(5, page.getTotalElements());
         assertEquals(2, page.getNumberOfElements());
         assertTrue(page.getContent().stream().noneMatch(source -> "private".equals(source.getCode())));
         filter.setCode("private");
-        assertEquals(0, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(0, Persistence.filtered(repository, filter, owner).getTotalElements());
     }
 
     @Test
@@ -109,37 +98,35 @@ public void combinesStatusCodeAndInclusiveDateRange()
         FilterBody filter = new FilterBody();
         filter.setCreatedFrom("2026-10-02");
         filter.setCreatedTo("2026-10-03");
-        assertEquals(3, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(3, Persistence.filtered(repository, filter, owner).getTotalElements());
         filter.setActive(false);
-        assertEquals(2, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(2, Persistence.filtered(repository, filter, owner).getTotalElements());
         filter.setCode("public");
-        assertEquals(1, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(1, Persistence.filtered(repository, filter, owner).getTotalElements());
     }
 
     @Test
     public void treatsLikeWildcardsAndSqlTextAsLiteralSearchTerms()
     {
-        manager.getTransaction().begin();
         source("literal", "literal%_\\value", true, "2026-10-03T12:00:00", owner, false);
         source("ordinary", "literal other value", true, "2026-10-03T12:00:00", owner, false);
-        manager.getTransaction().commit();
         FilterBody filter = new FilterBody();
         filter.setKeyword("%_\\");
-        assertEquals(1, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(1, Persistence.filtered(repository, filter, owner).getTotalElements());
         filter.setKeyword("' OR 1=1");
-        assertEquals(0, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(0, Persistence.filtered(repository, filter, owner).getTotalElements());
     }
 
     @Test
     public void emptyCriteriaRetainOriginalVisibilityAndInvalidDatesAreRejected()
     {
         FilterBody filter = new FilterBody();
-        assertEquals(5, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(5, Persistence.filtered(repository, filter, owner).getTotalElements());
         filter.setCreatedFrom("2026-10-04");
         filter.setCreatedTo("2026-10-01");
-        assertThrows(RuntimeException.class, () -> repository.findFiltered(filter, owner));
+        assertThrows(RuntimeException.class, () -> Persistence.filtered(repository, filter, owner));
         filter.setCreatedFrom("invalid");
-        assertThrows(RuntimeException.class, () -> repository.findFiltered(filter, owner));
+        assertThrows(RuntimeException.class, () -> Persistence.filtered(repository, filter, owner));
     }
 
     @Test
@@ -147,27 +134,25 @@ public void businessConditionsUseTypedValuesAndRejectUnsupportedFields()
     {
         FilterBody filter = new FilterBody();
         filter.setConditions(Map.of("type", new FilterCriterionBody("H2", true), "host", new FilterCriterionBody("local", false)));
-        assertEquals(5, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(5, Persistence.filtered(repository, filter, owner).getTotalElements());
         filter.setConditions(Map.of("available", new FilterCriterionBody("false", true)));
-        assertEquals(3, repository.findFiltered(filter, owner).getTotalElements());
+        assertEquals(3, Persistence.filtered(repository, filter, owner).getTotalElements());
         filter.setConditions(Map.of("password", new FilterCriterionBody("secret", false)));
-        assertThrows(RuntimeException.class, () -> repository.findFiltered(filter, owner));
+        assertThrows(RuntimeException.class, () -> Persistence.filtered(repository, filter, owner));
         filter.setConditions(Map.of("available", new FilterCriterionBody("invalid", true)));
-        assertThrows(RuntimeException.class, () -> repository.findFiltered(filter, owner));
+        assertThrows(RuntimeException.class, () -> Persistence.filtered(repository, filter, owner));
     }
 
     @Test
     public void loginFiltersUseEnumValuesAndPreserveOwnerScope()
     {
-        manager.getTransaction().begin();
         log(owner, State.SUCCESS, "10.0.0.1");
         log(owner, State.FAILURE, "10.0.0.2");
         log(other, State.SUCCESS, "10.0.0.1");
-        manager.getTransaction().commit();
+        owner.setRoles(new HashSet<>());
         UserDetailsService principal = UserDetailsService.build(owner);
         SecurityContextHolder.getContext().setAuthentication(new UsernamePasswordAuthenticationToken(principal, "", principal.getAuthorities()));
-        UserLogRepository logs = new JpaRepositoryFactory(manager).getRepository(UserLogRepository.class);
-        UserLogServiceImpl service = new UserLogServiceImpl(logs);
+        UserLogServiceImpl service = new UserLogServiceImpl(context.bean(UserLogRepository.class));
         FilterBody filter = new FilterBody();
         filter.setConditions(Map.of("state", new FilterCriterionBody("SUCCESS", true), "ip", new FilterCriterionBody("10.0.0", false)));
         filter.setCreatedFrom("2026-10-03");
@@ -177,6 +162,15 @@ public void loginFiltersUseEnumValuesAndPreserveOwnerScope()
         assertThrows(RuntimeException.class, () -> service.getAllByFilter(filter));
     }
 
+    @Test
+    public void listingsLoadReferencedOwnersInOneBatch()
+    {
+        FilterBody filter = new FilterBody();
+        filter.setSize(50);
+        Page<SourceEntity> page = Persistence.filtered(repository, filter, owner);
+        assertTrue(page.getContent().stream().allMatch(source -> source.getUser() != null && source.getUser().getId().equals(source.getUserId())));
+    }
+
     private void log(UserEntity user, State state, String ip)
     {
         UserLogEntity log = new UserLogEntity();
@@ -184,15 +178,14 @@ private void log(UserEntity user, State state, String ip)
         log.setState(state);
         log.setIp(ip);
         log.setCreateTime(Timestamp.valueOf("2026-10-03 12:00:00"));
-        manager.persist(log);
+        context.bean(UserLogRepository.class).save(log);
     }
 
     private UserEntity user(String username)
     {
         UserEntity user = new UserEntity();
         user.setUsername(username);
-        manager.persist(user);
-        return user;
+        return context.bean(UserRepository.class).save(user);
     }
 
     private void source(String code, String name, boolean active, String created, UserEntity user, boolean publish)
@@ -202,12 +195,14 @@ private void source(String code, String name, boolean active, String created, Us
         source.setName(name);
         source.setType("H2");
         source.setHost("localhost");
+        source.setPort(0);
         source.setProtocol("JDBC");
         source.setActive(active);
         source.setAvailable(active);
-        source.setCreateTime(Date.from(LocalDateTime.parse(created).atZone(ZoneId.systemDefault()).toInstant()));
         source.setUser(user);
         source.setPublish(publish);
-        manager.persist(source);
+        repository.save(source);
+        // auditing stamps the creation time on insert; fixtures need fixed dates
+        context.jdbc().update("UPDATE metaforge_source SET create_time = ? WHERE code = ?", Timestamp.valueOf(LocalDateTime.parse(created)), code);
     }
 }
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/PersistenceContext.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/PersistenceContext.java
new file mode 100644
index 0000000000..66b4fc80fd
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/support/PersistenceContext.java
@@ -0,0 +1,94 @@
+package org.devlive.metaforge.server.support;
+
+import org.devlive.metaforge.server.migration.DatabaseMigrator;
+import org.devlive.metaforge.service.DataJdbcConfigure;
+import org.devlive.metaforge.service.persistence.FilterQuery;
+import org.devlive.metaforge.service.persistence.Persistence;
+import org.devlive.metaforge.service.persistence.References;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
+import org.devlive.metaforge.service.repository.jdbc.MenuAccessRepository;
+import org.springframework.context.annotation.AnnotationConfigApplicationContext;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.annotation.Import;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcOperations;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcTemplate;
+import org.springframework.jdbc.datasource.DataSourceTransactionManager;
+import org.springframework.jdbc.datasource.DriverManagerDataSource;
+import org.springframework.transaction.PlatformTransactionManager;
+
+import javax.sql.DataSource;
+
+import java.sql.Connection;
+
+/**
+ * The production persistence stack (Spring Data JDBC, filters, reference loading, link tables)
+ * on a migrated test database, without the web application around it.
+ */
+public final class PersistenceContext
+        implements AutoCloseable
+{
+    private final TestDatabase database;
+    private final AnnotationConfigApplicationContext context;
+
+    private PersistenceContext(TestDatabase database, AnnotationConfigApplicationContext context)
+    {
+        this.database = database;
+        this.context = context;
+    }
+
+    public static PersistenceContext start(String spec)
+            throws Exception
+    {
+        TestDatabase database = TestDatabase.start(spec);
+        DriverManagerDataSource dataSource = new DriverManagerDataSource(database.url(), database.username(), database.password());
+        try (Connection connection = dataSource.getConnection()) {
+            DatabaseMigrator.migrate(connection);
+        }
+        AnnotationConfigApplicationContext context = new AnnotationConfigApplicationContext();
+        context.registerBean(DataSource.class, () -> dataSource);
+        context.register(Beans.class);
+        context.refresh();
+        return new PersistenceContext(database, context);
+    }
+
+    public <T> T bean(Class<T> type)
+    {
+        return context.getBean(type);
+    }
+
+    public JdbcTemplate jdbc()
+    {
+        return new JdbcTemplate(context.getBean(DataSource.class));
+    }
+
+    public TestDatabase database()
+    {
+        return database;
+    }
+
+    @Override
+    public void close()
+    {
+        context.close();
+        database.close();
+    }
+
+    @Configuration
+    @Import({DataJdbcConfigure.class, FilterQuery.class, References.class, Persistence.class, LinkRepository.class, MenuAccessRepository.class})
+    static class Beans
+    {
+        @Bean
+        NamedParameterJdbcOperations namedParameterJdbcOperations(DataSource dataSource)
+        {
+            return new NamedParameterJdbcTemplate(dataSource);
+        }
+
+        @Bean
+        PlatformTransactionManager transactionManager(DataSource dataSource)
+        {
+            return new DataSourceTransactionManager(dataSource);
+        }
+    }
+}
diff --git a/core/metaforge-server/src/main/resources/schema/setup-data.sql b/core/metaforge-server/src/test/resources/legacy/setup-data.sql
similarity index 100%
rename from core/metaforge-server/src/main/resources/schema/setup-data.sql
rename to core/metaforge-server/src/test/resources/legacy/setup-data.sql
diff --git a/core/metaforge-server/src/main/resources/schema/setup-schema-h2.sql b/core/metaforge-server/src/test/resources/legacy/setup-schema-h2.sql
similarity index 100%
rename from core/metaforge-server/src/main/resources/schema/setup-schema-h2.sql
rename to core/metaforge-server/src/test/resources/legacy/setup-schema-h2.sql
diff --git a/core/metaforge-server/src/main/resources/schema/setup-schema.sql b/core/metaforge-server/src/test/resources/legacy/setup-schema.sql
similarity index 100%
rename from core/metaforge-server/src/main/resources/schema/setup-schema.sql
rename to core/metaforge-server/src/test/resources/legacy/setup-schema.sql
diff --git a/core/metaforge-service/pom.xml b/core/metaforge-service/pom.xml
index 74261be48e..76a21215ee 100644
--- a/core/metaforge-service/pom.xml
+++ b/core/metaforge-service/pom.xml
@@ -21,7 +21,7 @@
         </dependency>
         <dependency>
             <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-data-jpa</artifactId>
+            <artifactId>spring-boot-starter-data-jdbc</artifactId>
         </dependency>
         <dependency>
             <groupId>org.springframework.boot</groupId>
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJdbcConfigure.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJdbcConfigure.java
new file mode 100644
index 0000000000..a93f22db6e
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJdbcConfigure.java
@@ -0,0 +1,64 @@
+package org.devlive.metaforge.service;
+
+import org.devlive.metaforge.service.entity.BaseEntity;
+import org.devlive.metaforge.service.persistence.JdbcConverters;
+import org.devlive.metaforge.service.persistence.References;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.data.jdbc.core.convert.JdbcCustomConversions;
+import org.springframework.data.jdbc.core.mapping.JdbcMappingContext;
+import org.springframework.data.jdbc.repository.config.AbstractJdbcConfiguration;
+import org.springframework.data.jdbc.repository.config.EnableJdbcAuditing;
+import org.springframework.data.jdbc.repository.config.EnableJdbcRepositories;
+import org.springframework.data.relational.core.mapping.NamingStrategy;
+import org.springframework.data.relational.core.mapping.event.BeforeConvertCallback;
+import org.springframework.transaction.annotation.EnableTransactionManagement;
+
+import java.util.Date;
+import java.util.List;
+import java.util.Optional;
+import java.util.UUID;
+
+/**
+ * Plain JDBC persistence: aggregates map to single tables, no lazy loading, no implicit associations.
+ */
+@Configuration
+@EnableJdbcRepositories(basePackages = "org.devlive.metaforge.service.repository")
+@EnableJdbcAuditing
+@EnableTransactionManagement
+public class DataJdbcConfigure
+        extends AbstractJdbcConfiguration
+{
+    @Override
+    @Bean
+    public JdbcMappingContext jdbcMappingContext(Optional<NamingStrategy> namingStrategy, JdbcCustomConversions customConversions)
+    {
+        JdbcMappingContext context = super.jdbcMappingContext(namingStrategy, customConversions);
+        // Unquoted names fold to each database's own case (upper on Oracle, lower on PostgreSQL),
+        // matching the unquoted names the changelog creates.
+        context.setForceQuote(false);
+        return context;
+    }
+
+    @Override
+    protected List<?> userConverters()
+    {
+        return JdbcConverters.all();
+    }
+
+    @Bean
+    public BeforeConvertCallback<Object> referenceIdCallback()
+    {
+        return aggregate -> {
+            References.syncIds(aggregate);
+            if (aggregate instanceof BaseEntity) {
+                BaseEntity entity = (BaseEntity) aggregate;
+                if (entity.getCode() == null) {
+                    entity.setCode(UUID.randomUUID().toString().replace("-", ""));
+                }
+                entity.setUpdateTime(new Date());
+            }
+            return aggregate;
+        };
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJpaConfigure.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJpaConfigure.java
deleted file mode 100644
index 43bda15439..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/DataJpaConfigure.java
+++ /dev/null
@@ -1,56 +0,0 @@
-package org.devlive.metaforge.service;
-
-import org.springframework.beans.factory.annotation.Value;
-import org.springframework.context.annotation.Bean;
-import org.springframework.context.annotation.Configuration;
-import org.springframework.data.jpa.repository.config.EnableJpaAuditing;
-import org.springframework.data.jpa.repository.config.EnableJpaRepositories;
-import org.springframework.orm.jpa.JpaTransactionManager;
-import org.springframework.orm.jpa.JpaVendorAdapter;
-import org.springframework.orm.jpa.LocalContainerEntityManagerFactoryBean;
-import org.springframework.orm.jpa.vendor.HibernateJpaVendorAdapter;
-import org.springframework.transaction.PlatformTransactionManager;
-import org.springframework.transaction.annotation.EnableTransactionManagement;
-
-import javax.persistence.EntityManagerFactory;
-import javax.sql.DataSource;
-
-@Configuration
-@EnableJpaRepositories(basePackages = "org.devlive.metaforge.service.repository",
-        repositoryImplementationPostfix = "Impl",
-        entityManagerFactoryRef = "entityManagerFactory",
-        transactionManagerRef = "transactionManager")
-@EnableTransactionManagement
-@EnableJpaAuditing
-public class DataJpaConfigure
-{
-    @Value(value = "${metaforge.audit.sql.print}")
-    private boolean sqlPrint;
-
-    @Bean
-    public JpaVendorAdapter jpaVendorAdapter()
-    {
-        HibernateJpaVendorAdapter jpaVendorAdapter = new HibernateJpaVendorAdapter();
-        jpaVendorAdapter.setShowSql(sqlPrint);
-        jpaVendorAdapter.setGenerateDdl(false);
-        return jpaVendorAdapter;
-    }
-
-    @Bean
-    public LocalContainerEntityManagerFactoryBean entityManagerFactory(DataSource dataSource, JpaVendorAdapter jpaVendorAdapter)
-    {
-        LocalContainerEntityManagerFactoryBean managerFactoryBean = new LocalContainerEntityManagerFactoryBean();
-        managerFactoryBean.setDataSource(dataSource);
-        managerFactoryBean.setJpaVendorAdapter(jpaVendorAdapter);
-        managerFactoryBean.setPackagesToScan("org.devlive.metaforge.service.entity");
-        return managerFactoryBean;
-    }
-
-    @Bean
-    public PlatformTransactionManager transactionManager(EntityManagerFactory managerFactory)
-    {
-        JpaTransactionManager transactionManager = new JpaTransactionManager();
-        transactionManager.setEntityManagerFactory(managerFactory);
-        return transactionManager;
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/adapter/FilterSpecification.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/adapter/FilterSpecification.java
deleted file mode 100644
index 44186141a1..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/adapter/FilterSpecification.java
+++ /dev/null
@@ -1,121 +0,0 @@
-package org.devlive.metaforge.service.adapter;
-
-import org.devlive.metaforge.service.body.FilterBody;
-import org.devlive.metaforge.service.body.FilterCriterionBody;
-import org.springframework.data.jpa.domain.Specification;
-
-import javax.persistence.criteria.Predicate;
-
-import java.time.LocalDate;
-import java.time.ZoneId;
-import java.util.ArrayList;
-import java.util.Date;
-import java.util.List;
-import java.util.Locale;
-import java.util.Map;
-import java.util.Set;
-import java.util.stream.Collectors;
-
-public final class FilterSpecification
-{
-    private static final Set<String> ALLOWED_FIELDS = Set.of(
-            "active", "available", "publish", "type", "protocol", "host", "syncMode", "executor", "scheduler",
-            "system", "description", "isSystem", "expression", "state", "content", "mode", "ip", "device", "client",
-            "context", "realtime", "group", "url", "plugin");
-
-    private FilterSpecification()
-    {
-    }
-
-    public static <T> Specification<T> of(FilterBody filter)
-    {
-        return (root, query, builder) -> {
-            Set<String> fields = root.getModel().getAttributes().stream()
-                    .map(attribute -> attribute.getName()).collect(Collectors.toSet());
-            List<Predicate> predicates = new ArrayList<>();
-            if (filter.getKeyword() != null && !filter.getKeyword().trim().isEmpty()) {
-                String keyword = filter.getKeyword().trim().toLowerCase(Locale.ROOT)
-                        .replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_");
-                List<Predicate> matches = new ArrayList<>();
-                for (String field : new String[] {"name", "code", "username", "device", "client", "ip"}) {
-                    if (fields.contains(field)) {
-                        matches.add(builder.like(builder.lower(root.get(field)), "%" + keyword + "%", '\\'));
-                    }
-                }
-                predicates.add(builder.or(matches.toArray(new Predicate[0])));
-            }
-            if (filter.getActive() != null) {
-                predicates.add(builder.equal(root.get("active"), filter.getActive()));
-            }
-            if (filter.getCode() != null && !filter.getCode().trim().isEmpty()) {
-                predicates.add(builder.equal(root.get("code"), filter.getCode().trim()));
-            }
-            if (filter.getConditions() != null) {
-                for (Map.Entry<String, FilterCriterionBody> entry : filter.getConditions().entrySet()) {
-                    String field = entry.getKey();
-                    FilterCriterionBody criterion = entry.getValue();
-                    if (criterion == null || criterion.getValue() == null || criterion.getValue().trim().isEmpty()) {
-                        continue;
-                    }
-                    if (!ALLOWED_FIELDS.contains(field) || !fields.contains(field)) {
-                        throw new IllegalArgumentException("Unsupported filter: " + field);
-                    }
-                    String value = criterion.getValue().trim();
-                    Class<?> type = root.get(field).getJavaType();
-                    if (type == Boolean.class || type == boolean.class) {
-                        if (!value.equals("true") && !value.equals("false")) {
-                            throw new IllegalArgumentException("Invalid boolean filter: " + field);
-                        }
-                        predicates.add(builder.equal(root.get(field), Boolean.valueOf(value)));
-                    }
-                    else if (type.isEnum()) {
-                        Object constant = null;
-                        for (Object candidate : type.getEnumConstants()) {
-                            if (((Enum<?>) candidate).name().equals(value)) {
-                                constant = candidate;
-                            }
-                        }
-                        if (constant == null) {
-                            throw new IllegalArgumentException("Invalid enum filter: " + field);
-                        }
-                        predicates.add(builder.equal(root.get(field), constant));
-                    }
-                    else if (type == String.class) {
-                        if (criterion.isExact()) {
-                            predicates.add(builder.equal(root.get(field), value));
-                        }
-                        else {
-                            String term = value.toLowerCase(Locale.ROOT).replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_");
-                            predicates.add(builder.like(builder.lower(root.get(field)), "%" + term + "%", '\\'));
-                        }
-                    }
-                    else {
-                        throw new IllegalArgumentException("Unsupported filter type: " + field);
-                    }
-                }
-            }
-            LocalDate from = date(filter.getCreatedFrom());
-            LocalDate to = date(filter.getCreatedTo());
-            if (from != null && to != null && from.isAfter(to)) {
-                throw new IllegalArgumentException("Start date must not be after end date");
-            }
-            if (from != null) {
-                predicates.add(builder.greaterThanOrEqualTo(root.get("createTime"), boundary(from)));
-            }
-            if (to != null) {
-                predicates.add(builder.lessThan(root.get("createTime"), boundary(to.plusDays(1))));
-            }
-            return builder.and(predicates.toArray(new Predicate[0]));
-        };
-    }
-
-    private static LocalDate date(String value)
-    {
-        return value == null || value.trim().isEmpty() ? null : LocalDate.parse(value.trim());
-    }
-
-    private static Date boundary(LocalDate value)
-    {
-        return Date.from(value.atStartOfDay(ZoneId.systemDefault()).toInstant());
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/audit/AuditUserLogHandler.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/audit/AuditUserLogHandler.java
index bcd703294f..86e9a6eff9 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/audit/AuditUserLogHandler.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/audit/AuditUserLogHandler.java
@@ -26,7 +26,7 @@
 @Aspect
 @Component
 @Slf4j
-@SuppressFBWarnings(value = {"NP_NULL_ON_SOME_PATH_FROM_RETURN_VALUE", "NP_NULL_ON_SOME_PATH_FROM_RETURN_VALUE"},
+@SuppressFBWarnings(value = {"NP_NULL_ON_SOME_PATH_FROM_RETURN_VALUE", "NP_NULL_ON_SOME_PATH_FROM_RETURN_VALUE", "EI_EXPOSE_REP2"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class AuditUserLogHandler
 {
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/AvatarConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/AvatarConverter.java
deleted file mode 100644
index 585cbdd6fd..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/AvatarConverter.java
+++ /dev/null
@@ -1,26 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import org.apache.commons.lang3.StringUtils;
-import org.devlive.metaforge.common.utils.JsonUtils;
-import org.devlive.metaforge.service.entity.convert.AvatarEntity;
-
-import javax.persistence.AttributeConverter;
-
-public class AvatarConverter
-        implements AttributeConverter<AvatarEntity, String>
-{
-    @Override
-    public String convertToDatabaseColumn(AvatarEntity entity)
-    {
-        return JsonUtils.toJSON(entity);
-    }
-
-    @Override
-    public AvatarEntity convertToEntityAttribute(String s)
-    {
-        if (StringUtils.isEmpty(s)) {
-            return null;
-        }
-        return JsonUtils.toObject(s, AvatarEntity.class);
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ConfigurationConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ConfigurationConverter.java
deleted file mode 100644
index fc5d1ccaaa..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ConfigurationConverter.java
+++ /dev/null
@@ -1,36 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import com.fasterxml.jackson.annotation.JsonInclude;
-import com.fasterxml.jackson.databind.ObjectMapper;
-import org.devlive.metaforge.service.itransient.configuration.Configuration;
-
-import javax.persistence.AttributeConverter;
-
-public class ConfigurationConverter
-        implements AttributeConverter<Configuration, String>
-{
-    private static final ObjectMapper objectMapper = new ObjectMapper()
-            .setSerializationInclusion(JsonInclude.Include.NON_NULL);
-
-    @Override
-    public String convertToDatabaseColumn(Configuration configuration)
-    {
-        try {
-            return configuration != null ? objectMapper.writeValueAsString(configuration) : null;
-        }
-        catch (Exception e) {
-            throw new IllegalArgumentException("Error converting configuration to JSON", e);
-        }
-    }
-
-    @Override
-    public Configuration convertToEntityAttribute(String json)
-    {
-        try {
-            return json != null ? objectMapper.readValue(json, Configuration.class) : null;
-        }
-        catch (Exception e) {
-            throw new IllegalArgumentException("Error converting JSON to configuration", e);
-        }
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/JpaConverterListString.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/JpaConverterListString.java
deleted file mode 100644
index ab300090f5..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/JpaConverterListString.java
+++ /dev/null
@@ -1,24 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import javax.persistence.AttributeConverter;
-
-import java.util.Arrays;
-import java.util.List;
-
-public class JpaConverterListString
-        implements AttributeConverter<List<String>, String>
-{
-    private String delimiter = ",";
-
-    @Override
-    public String convertToDatabaseColumn(List<String> attribute)
-    {
-        return String.join(delimiter, attribute);
-    }
-
-    @Override
-    public List<String> convertToEntityAttribute(String dbData)
-    {
-        return Arrays.asList(dbData.split(delimiter));
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ListConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ListConverter.java
deleted file mode 100644
index 80407a97a1..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/ListConverter.java
+++ /dev/null
@@ -1,53 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import com.google.common.collect.Lists;
-import org.apache.commons.lang3.StringUtils;
-import org.devlive.metaforge.common.enums.DataSetState;
-
-import javax.persistence.AttributeConverter;
-
-import java.util.Arrays;
-import java.util.List;
-
-public class ListConverter
-        implements AttributeConverter<List, String>
-{
-    @Override
-    public String convertToDatabaseColumn(List map)
-    {
-        // 处理 null 值
-        if (map == null || map.isEmpty()) {
-            return null;
-        }
-
-        List<String> values = Lists.newArrayList();
-        for (Object state : map) {
-            if (state != null) {  // 添加 null 检查
-                values.add(state.toString());
-            }
-        }
-        return String.join(",", values);
-    }
-
-    @Override
-    public List convertToEntityAttribute(String s)
-    {
-        if (StringUtils.isEmpty(s)) {
-            return Lists.newArrayList();  // 返回空列表而不是 null
-        }
-        else {
-            try {
-                // 尝试转换为 DataSetState
-                return Lists.newArrayList(
-                        Arrays.stream(s.split(","))
-                                .map(DataSetState::valueOf)
-                                .toArray(DataSetState[]::new)
-                );
-            }
-            catch (IllegalArgumentException e) {
-                // 如果转换失败，至少返回原始字符串列表
-                return Lists.newArrayList(s.split(","));
-            }
-        }
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/MapConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/MapConverter.java
deleted file mode 100644
index a04785973f..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/MapConverter.java
+++ /dev/null
@@ -1,29 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import org.apache.commons.lang3.StringUtils;
-import org.devlive.metaforge.common.utils.JsonUtils;
-
-import javax.persistence.AttributeConverter;
-
-import java.util.Map;
-
-public class MapConverter
-        implements AttributeConverter<Map, String>
-{
-    @Override
-    public String convertToDatabaseColumn(Map map)
-    {
-        return JsonUtils.toJSON(map);
-    }
-
-    @Override
-    public Map convertToEntityAttribute(String s)
-    {
-        if (StringUtils.isEmpty(s)) {
-            return null;
-        }
-        else {
-            return JsonUtils.toObject(s, Map.class);
-        }
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/NotificationTypeConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/NotificationTypeConverter.java
deleted file mode 100644
index e18b1f96da..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/NotificationTypeConverter.java
+++ /dev/null
@@ -1,49 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import com.fasterxml.jackson.databind.ObjectMapper;
-import com.google.common.collect.Lists;
-import lombok.extern.slf4j.Slf4j;
-import org.devlive.metaforge.common.utils.JsonUtils;
-import org.devlive.metaforge.service.itransient.NotificationTypeEntity;
-
-import javax.persistence.AttributeConverter;
-import javax.persistence.Converter;
-
-import java.util.ArrayList;
-import java.util.List;
-
-@Slf4j
-@Converter
-public class NotificationTypeConverter
-        implements AttributeConverter<List<NotificationTypeEntity>, String>
-{
-    private final ObjectMapper objectMapper = new ObjectMapper();
-    private final List<NotificationTypeEntity> emptyList = Lists.newArrayList();
-
-    @Override
-    public String convertToDatabaseColumn(List<NotificationTypeEntity> attribute)
-    {
-        if (attribute == null || attribute.isEmpty()) {
-            return JsonUtils.toJSON(emptyList);
-        }
-
-        return JsonUtils.toJSON(attribute);
-    }
-
-    @Override
-    public List<NotificationTypeEntity> convertToEntityAttribute(String dbData)
-    {
-        if (dbData == null || dbData.isEmpty()) {
-            return new ArrayList<>();
-        }
-
-        try {
-            return objectMapper.readValue(dbData,
-                    new com.fasterxml.jackson.core.type.TypeReference<>() {});
-        }
-        catch (Exception e) {
-            log.error("Error converting JSON to List<NotificationTypeEntity>", e);
-            return new ArrayList<>();
-        }
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/PropertiesConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/PropertiesConverter.java
deleted file mode 100644
index 962126406c..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/PropertiesConverter.java
+++ /dev/null
@@ -1,23 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import org.devlive.metaforge.common.utils.JsonUtils;
-
-import javax.persistence.AttributeConverter;
-
-import java.util.Properties;
-
-public class PropertiesConverter
-        implements AttributeConverter<Properties, String>
-{
-    @Override
-    public String convertToDatabaseColumn(Properties properties)
-    {
-        return JsonUtils.toJSON(properties);
-    }
-
-    @Override
-    public Properties convertToEntityAttribute(String s)
-    {
-        return JsonUtils.toProperties(s);
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/UserEditorConverter.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/UserEditorConverter.java
deleted file mode 100644
index 41a39f3e88..0000000000
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/converter/UserEditorConverter.java
+++ /dev/null
@@ -1,28 +0,0 @@
-package org.devlive.metaforge.service.converter;
-
-import org.apache.commons.lang3.StringUtils;
-import org.devlive.metaforge.common.utils.JsonUtils;
-import org.devlive.metaforge.service.entity.itransient.user.UserEditorEntity;
-
-import javax.persistence.AttributeConverter;
-
-public class UserEditorConverter
-        implements AttributeConverter<UserEditorEntity, String>
-{
-    @Override
-    public String convertToDatabaseColumn(UserEditorEntity userEditorEntity)
-    {
-        return JsonUtils.toJSON(userEditorEntity);
-    }
-
-    @Override
-    public UserEditorEntity convertToEntityAttribute(String s)
-    {
-        if (StringUtils.isEmpty(s)) {
-            return null;
-        }
-        else {
-            return JsonUtils.toObject(s, UserEditorEntity.class);
-        }
-    }
-}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/BaseEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/BaseEntity.java
index d762f5af63..e2f80c29a8 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/BaseEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/BaseEntity.java
@@ -11,56 +11,45 @@
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.common.view.EntityView;
 import org.springframework.data.annotation.CreatedDate;
+import org.springframework.data.annotation.Id;
 import org.springframework.data.annotation.LastModifiedDate;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.EntityListeners;
-import javax.persistence.GeneratedValue;
-import javax.persistence.GenerationType;
-import javax.persistence.Id;
-import javax.persistence.MappedSuperclass;
-import javax.persistence.PrePersist;
+import org.springframework.data.relational.core.mapping.Column;
 
 import java.util.Date;
-import java.util.UUID;
 
 @Data
 @SuperBuilder(toBuilder = true)
 @ToString
 @NoArgsConstructor
 @AllArgsConstructor
-@MappedSuperclass
-@EntityListeners(value = AuditingEntityListener.class)
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "RCN_REDUNDANT_NULLCHECK_OF_NONNULL_VALUE"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class BaseEntity
 {
     @Id
-    @GeneratedValue(strategy = GenerationType.IDENTITY)
-    @Column(name = "id")
+    @Column("id")
     @JsonView(value = {EntityView.AdminView.class})
     private Long id;
 
-    @Column(name = "name")
+    @Column("name")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String name;
 
-    @Column(name = "code")
+    @Column("code")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String code;
 
-    @Column(name = "active")
+    @Column("active")
     @JsonView(value = {EntityView.AdminView.class})
     private boolean active = true;
 
-    @Column(name = "create_time")
+    @Column("create_time")
     @CreatedDate
     @JsonFormat(shape = JsonFormat.Shape.STRING, pattern = "yyyy-MM-dd HH:mm:ss")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Date createTime;
 
-    @Setter @Column(name = "update_time")
+    @Setter @Column("update_time")
     @LastModifiedDate
     @JsonFormat(shape = JsonFormat.Shape.STRING, pattern = "yyyy-MM-dd HH:mm:ss")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
@@ -72,15 +61,4 @@ public void setCode(String code)
             this.code = code;
         }
     }
-
-    @PrePersist
-    public void prePersist()
-    {
-        if (this.code == null) {
-            this.code = UUID.randomUUID()
-                    .toString()
-                    .replace("-", "");
-        }
-        this.updateTime = new Date();
-    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ChatEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ChatEntity.java
index 8e4e7647b8..0e5258b790 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ChatEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ChatEntity.java
@@ -7,40 +7,33 @@
 import lombok.NoArgsConstructor;
 import lombok.ToString;
 import lombok.experimental.SuperBuilder;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.FetchType;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @SuperBuilder
 @ToString
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@EntityListeners(value = AuditingEntityListener.class)
-@Table(name = "metaforge_chat")
+@Table("metaforge_chat")
 @SuppressFBWarnings(value = {"EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC", "EI_EXPOSE_REP2", "EI_EXPOSE_REP"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class ChatEntity
         extends BaseEntity
 {
-    @Column(name = "avatar")
+    @Column("avatar")
     private String avatar;
 
-    @Column(name = "description")
+    @Column("description")
     private String description;
 
-    @ManyToOne(fetch = FetchType.EAGER)
-    @JoinTable(name = "metaforge_chat_user_relation",
-            joinColumns = @JoinColumn(name = "chat_id", referencedColumnName = "id"),
-            inverseJoinColumns = @JoinColumn(name = "user_id", referencedColumnName = "id"))
+    @Column("user_id")
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIgnoreProperties(value = {"roles", "thirdConfigure", "sources"})
     private UserEntity user;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ConfigureEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ConfigureEntity.java
index fd4062ce82..60696ea152 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ConfigureEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ConfigureEntity.java
@@ -8,13 +8,8 @@
 import lombok.NoArgsConstructor;
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.common.view.EntityView;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.Table;
-import javax.persistence.UniqueConstraint;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 /**
  * 通用配置表，承载 EXECUTOR / DATASET 等不同范畴的运行时配置。
@@ -30,24 +25,20 @@
 @NoArgsConstructor
 @AllArgsConstructor
 @EqualsAndHashCode(callSuper = true)
-@Entity
-@Table(name = "metaforge_configure", uniqueConstraints = {
-        @UniqueConstraint(name = "uk_configure_category_name", columnNames = {"category", "name"})
-})
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_configure")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class ConfigureEntity
         extends BaseEntity
 {
-    @Column(name = "category", length = 32, nullable = false)
+    @Column("category")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String category;
 
-    @Column(name = "configure", columnDefinition = "TEXT")
+    @Column("configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String configure;
 
-    @Column(name = "description", length = 512)
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DashboardEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DashboardEntity.java
index 2dc3a0d9f0..5b479ccb28 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DashboardEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DashboardEntity.java
@@ -10,19 +10,11 @@
 import lombok.ToString;
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.common.view.EntityView;
-import org.devlive.metaforge.service.converter.AvatarConverter;
 import org.devlive.metaforge.service.entity.convert.AvatarEntity;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Convert;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToMany;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 import java.util.Set;
 
@@ -32,42 +24,38 @@
 @NoArgsConstructor
 @AllArgsConstructor
 @EqualsAndHashCode(callSuper = true)
-@Entity
-@Table(name = "metaforge_dashboard")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_dashboard")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class DashboardEntity
         extends BaseEntity
 {
-    @Column(name = "configure")
+    @Column("configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String configure;
 
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @Column(name = "avatar")
-    @Convert(converter = AvatarConverter.class)
+    @Column("avatar")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private AvatarEntity avatar;
 
-    @Column(name = "version")
+    @Column("version")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String version;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_dashboard_user_relation",
-            joinColumns = @JoinColumn(name = "dashboard_id"),
-            inverseJoinColumns = @JoinColumn(name = "user_id"))
+    @Column("user_id")
+    @JsonView(value = {EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIncludeProperties(value = {"name", "username", "code"})
     @JsonView(value = {EntityView.AdminView.class})
     private UserEntity user;
 
-    @ManyToMany
-    @JoinTable(name = "metaforge_dashboard_report_relation",
-            joinColumns = @JoinColumn(name = "dashboard_id"),
-            inverseJoinColumns = @JoinColumn(name = "report_id"))
+    @Transient
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Set<ReportEntity> reports;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java
index babf8f385e..584037d594 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetColumnEntity.java
@@ -8,86 +8,73 @@
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.service.enums.ColumnMode;
 import org.devlive.metaforge.service.enums.ColumnType;
-import org.hibernate.annotations.OnDelete;
-import org.hibernate.annotations.OnDeleteAction;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @SuperBuilder
 @ToString
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@Table(name = "metaforge_dataset_column")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_dataset_column")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class DataSetColumnEntity
         extends BaseEntity
 {
-    @Column(name = "type")
-    @Enumerated(EnumType.STRING)
+    @Column("type")
     private ColumnType type;
 
-    @Column(name = "comment")
+    @Column("column_comment")
     private String comment;
 
-    @Column(name = "original")
+    @Column("original")
     private String original;
 
-    @Column(name = "default_value")
+    @Column("default_value")
     private String defaultValue;
 
-    @Column(name = "expression", columnDefinition = "TEXT")
+    @Column("expression")
     private String formula;
 
-    @Column(name = "position")
+    @Column("position")
     private int position;
 
-    @Column(name = "is_nullable")
+    @Column("is_nullable")
     private boolean nullable;
 
-    @Column(name = "length")
+    @Column("length")
     private int length;
 
-    @Column(name = "is_order_by_key")
+    @Column("is_order_by_key")
     private boolean orderByKey;
 
-    @Column(name = "is_partition_key")
+    @Column("is_partition_key")
     private boolean partitionKey;
 
-    @Column(name = "is_primary_key")
+    @Column("is_primary_key")
     private boolean primaryKey;
 
-    @Column(name = "is_sampling_key")
+    @Column("is_sampling_key")
     private boolean samplingKey;
 
-    @Column(name = "column_mode")
-    @Enumerated(EnumType.STRING)
+    @Column("column_mode")
     private ColumnMode mode;
 
-    @Column(name = "alias_name")
+    @Column("alias_name")
     private String aliasName;
 
-    @Column(name = "is_custom_column")
+    @Column("is_custom_column")
     private boolean customColumn;
 
-    @Column(name = "is_virtual_column")
+    @Column("is_virtual_column")
     private boolean virtualColumn;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_dataset_column_relation",
-            joinColumns = @JoinColumn(name = "column_id"),
-            inverseJoinColumns = @JoinColumn(name = "dataset_id"))
-    @OnDelete(action = OnDeleteAction.CASCADE)
+    @Column("dataset_id")
+    private Long datasetId;
+
+    @Transient
+    @Reference("datasetId")
     private DataSetEntity dataset;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java
index 542e9dd13d..6e7a0a07a7 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DataSetEntity.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.service.entity;
 
+import com.fasterxml.jackson.annotation.JsonIgnore;
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonView;
 import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
@@ -7,112 +8,125 @@
 import lombok.Data;
 import lombok.NoArgsConstructor;
 import lombok.experimental.SuperBuilder;
+import org.apache.commons.lang3.StringUtils;
 import org.devlive.metaforge.common.enums.DataSetState;
 import org.devlive.metaforge.common.view.EntityView;
-import org.devlive.metaforge.service.converter.ListConverter;
 import org.devlive.metaforge.service.enums.SyncMode;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Convert;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
-import javax.persistence.Transient;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
+import java.util.ArrayList;
 import java.util.List;
+import java.util.Objects;
 import java.util.Set;
+import java.util.stream.Collectors;
 
 @Data
 @SuperBuilder
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@Table(name = "metaforge_dataset")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_dataset")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class DataSetEntity
         extends BaseEntity
 {
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @Column(name = "query")
+    @Column("query")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String query;
 
-    @Column(name = "sync_mode")
-    @Enumerated(EnumType.STRING)
+    @Column("sync_mode")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private SyncMode syncMode = SyncMode.MANUAL;
 
-    @Column(name = "expression")
+    @Column("expression")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String expression; // only for TIMING
 
-    @Column(name = "state")
-    @Convert(converter = ListConverter.class)
-    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    private List<DataSetState> state;
+    // Comma separated DataSetState names; exposed as a list through getState/setState.
+    @Column("state")
+    @JsonIgnore
+    private String stateValue;
 
-    @Column(name = "message")
+    @Column("message")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String message;
 
-    @Column(name = "table_name")
+    @Column("table_name")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String tableName;
 
-    @Column(name = "scheduler")
+    @Column("scheduler")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String scheduler;
 
-    @Column(name = "executor")
+    @Column("executor")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String executor;
 
-    @Column(name = "total_rows")
+    @Column("total_rows")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    private String totalRows;
+    private Long totalRows;
 
-    @Column(name = "total_size")
+    @Column("total_size")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String totalSize;
 
-    @Column(name = "life_cycle")
+    @Column("life_cycle")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    private String lifeCycle;
+    private Long lifeCycle;
 
-    @Column(name = "life_cycle_column")
+    @Column("life_cycle_column")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String lifeCycleColumn;
 
-    @Column(name = "life_cycle_type")
+    @Column("life_cycle_type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String lifeCycleType;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_dataset_source_relation",
-            joinColumns = @JoinColumn(name = "dataset_id"),
-            inverseJoinColumns = @JoinColumn(name = "source_id"))
+    @Column("source_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long sourceId;
+
+    @Transient
+    @Reference("sourceId")
     @JsonIgnoreProperties(value = {"user"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private SourceEntity source;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_dataset_user_relation",
-            joinColumns = @JoinColumn(name = "dataset_id"),
-            inverseJoinColumns = @JoinColumn(name = "user_id"))
+    @Column("user_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIgnoreProperties(value = {"roles", "thirdConfigure", "avatarConfigure", "sources"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEntity user;
 
     @Transient
     private Set<DataSetColumnEntity> columns;
+
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    public List<DataSetState> getState()
+    {
+        List<DataSetState> states = new ArrayList<>();
+        if (StringUtils.isNotEmpty(stateValue)) {
+            for (String value : stateValue.split(",")) {
+                states.add(DataSetState.valueOf(value.trim()));
+            }
+        }
+        return states;
+    }
+
+    public void setState(List<DataSetState> state)
+    {
+        this.stateValue = state == null || state.isEmpty() ? null
+                : state.stream().filter(Objects::nonNull).map(Enum::name).collect(Collectors.joining(","));
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DatasetHistoryEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DatasetHistoryEntity.java
index 2ce22dca0a..aebc99d987 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DatasetHistoryEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/DatasetHistoryEntity.java
@@ -8,17 +8,10 @@
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.executor.common.RunState;
 import org.devlive.metaforge.service.enums.QueryMode;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 import java.math.BigDecimal;
 
@@ -27,55 +20,52 @@
 @NoArgsConstructor
 @AllArgsConstructor
 @EqualsAndHashCode(callSuper = true)
-@Entity
-@Table(name = "metaforge_dataset_history")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_dataset_history")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class DatasetHistoryEntity
         extends BaseEntity
 {
-    @Column(name = "query")
+    @Column("query")
     private String query;
 
-    @Column(name = "message", unique = true)
+    @Column("message")
     private String message;
 
-    @Column(name = "elapsed")
+    @Column("elapsed")
     private Long elapsed;
 
-    @Column(name = "count")
+    @Column("count")
     private int count;
 
-    @Column(name = "total_count")
+    @Column("total_count")
     private Long totalCount;
 
-    @Column(name = "processed_count")
+    @Column("processed_count")
     private Long processedCount;
 
-    @Column(name = "progress")
+    @Column("progress")
     private BigDecimal progress;
 
-    @Column(name = "task_name")
+    @Column("task_name")
     private String taskName;
 
-    @Column(name = "work_home")
+    @Column("work_home")
     private String workHome;
 
     /** 本次同步实际生效的 executor 配置 JSON（DB 默认 + 本次临时覆盖后的合并结果） */
-    @Column(name = "executor_configure", columnDefinition = "TEXT")
+    @Column("executor_configure")
     private String executorConfigure;
 
-    @Column(name = "query_mode")
-    @Enumerated(EnumType.STRING)
+    @Column("query_mode")
     private QueryMode mode;
 
-    @Column(name = "state", unique = true)
-    @Enumerated(EnumType.STRING)
+    @Column("state")
     private RunState state;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_dataset_history_relation",
-            joinColumns = @JoinColumn(name = "dataset_history_id"),
-            inverseJoinColumns = @JoinColumn(name = "dataset_id"))
+    @Column("dataset_id")
+    private Long datasetId;
+
+    @Transient
+    @Reference("datasetId")
     private DataSetEntity dataset;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/FunctionEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/FunctionEntity.java
index 48e7a1e804..c7aa5640af 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/FunctionEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/FunctionEntity.java
@@ -8,14 +8,9 @@
 import org.devlive.metaforge.common.enums.FunctionType;
 import org.devlive.metaforge.common.view.EntityView;
 import org.devlive.metaforge.service.validation.ValidationGroup;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.Table;
 import javax.validation.constraints.NotBlank;
 import javax.validation.constraints.NotNull;
 import javax.validation.constraints.Size;
@@ -26,9 +21,7 @@
 @Data
 @ToString
 @NoArgsConstructor
-@Entity
-@Table(name = "metaforge_function")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_function")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "RCN_REDUNDANT_NULLCHECK_OF_NONNULL_VALUE", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class FunctionEntity
@@ -38,7 +31,7 @@ public class FunctionEntity
             ValidationGroup.Crud.Create.class,
             ValidationGroup.Crud.Update.class
     })
-    @Column(name = "content")
+    @Column("content")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String content;
 
@@ -46,7 +39,7 @@ public class FunctionEntity
             ValidationGroup.Crud.Create.class,
             ValidationGroup.Crud.Update.class
     })
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
@@ -55,7 +48,7 @@ public class FunctionEntity
             ValidationGroup.Crud.Update.class
     })
     @Size(min = 1)
-    @Column(name = "plugin")
+    @Column("plugin")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String plugin;
 
@@ -63,12 +56,11 @@ public class FunctionEntity
             ValidationGroup.Crud.Create.class,
             ValidationGroup.Crud.Update.class
     })
-    @Column(name = "example")
+    @Column("example")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String example;
 
-    @Column(name = "type", unique = true)
-    @Enumerated(EnumType.STRING)
+    @Column("type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private FunctionType type = FunctionType.KEYWORD;
 
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MenuEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MenuEntity.java
index 9cbce6d1cb..ea0e13d297 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MenuEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MenuEntity.java
@@ -8,62 +8,56 @@
 import lombok.ToString;
 import org.devlive.metaforge.common.enums.MenuEnum;
 import org.devlive.metaforge.common.view.EntityView;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.Table;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @ToString
 @NoArgsConstructor
-@Entity
-@Table(name = "metaforge_menu")
+@Table("metaforge_menu")
 @EqualsAndHashCode(callSuper = true)
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "RCN_REDUNDANT_NULLCHECK_OF_NONNULL_VALUE", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class MenuEntity
         extends BaseEntity
 {
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @Column(name = "url")
+    @Column("url")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String url;
 
-    @Column(name = "group_name")
+    @Column("group_name")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String group;
 
-    @Column(name = "sorted")
+    @Column("sorted")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private int sorted;
 
-    @Column(name = "type")
-    @Enumerated(EnumType.STRING)
+    @Column("type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private MenuEnum type;
 
-    @Column(name = "parent")
+    @Column("parent")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private long parent;
 
-    @Column(name = "i18n_key")
+    @Column("i18n_key")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String i18nKey;
 
-    @Column(name = "icon")
+    @Column("icon")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String icon;
 
-    @Column(name = "redirect")
+    @Column("redirect")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private long redirect;
 
-    @Column(name = "is_new")
+    @Column("is_new")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private boolean isNew;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MessageEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MessageEntity.java
index d1d2de5d73..201de16b05 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MessageEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/MessageEntity.java
@@ -7,61 +7,52 @@
 import lombok.NoArgsConstructor;
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.service.enums.MessageType;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.FetchType;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @SuperBuilder
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@EntityListeners(value = AuditingEntityListener.class)
-@Table(name = "metaforge_message")
+@Table("metaforge_message")
 @SuppressFBWarnings(value = {"EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC", "EI_EXPOSE_REP", "EI_EXPOSE_REP2"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class MessageEntity
         extends BaseEntity
 {
-    @Column(name = "content")
+    @Column("content")
     private String content;
 
-    @Column(name = "model")
+    @Column("model")
     private String model;
 
-    @Column(name = "type")
-    @Enumerated(EnumType.STRING)
+    @Column("type")
     private MessageType type;
 
-    @Column(name = "prompt_tokens")
+    @Column("prompt_tokens")
     private long promptTokens;
 
-    @Column(name = "completion_tokens")
+    @Column("completion_tokens")
     private long completionTokens;
 
-    @Column(name = "total_tokens")
+    @Column("total_tokens")
     private long totalTokens;
 
-    @ManyToOne(fetch = FetchType.EAGER)
-    @JoinTable(name = "metaforge_message_user_relation",
-            joinColumns = @JoinColumn(name = "message_id", referencedColumnName = "id"),
-            inverseJoinColumns = @JoinColumn(name = "user_id", referencedColumnName = "id"))
+    @Column("user_id")
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIgnoreProperties(value = {"roles", "thirdConfigure"})
     private UserEntity user;
 
-    @ManyToOne(fetch = FetchType.EAGER)
-    @JoinTable(name = "metaforge_message_chat_relation",
-            joinColumns = @JoinColumn(name = "message_id", referencedColumnName = "id"),
-            inverseJoinColumns = @JoinColumn(name = "chat_id", referencedColumnName = "id"))
+    @Column("chat_id")
+    private Long chatId;
+
+    @Transient
+    @Reference("chatId")
     @JsonIgnoreProperties(value = {"user"})
     private ChatEntity chat;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/NotificationEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/NotificationEntity.java
index f32eeef0a5..30c567a135 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/NotificationEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/NotificationEntity.java
@@ -8,62 +8,54 @@
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.common.view.EntityView;
 import org.devlive.metaforge.service.enums.EntityType;
-import org.hibernate.annotations.OnDelete;
-import org.hibernate.annotations.OnDeleteAction;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @SuperBuilder
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@EntityListeners(value = AuditingEntityListener.class)
-@Table(name = "metaforge_notification")
+@Table("metaforge_notification")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class NotificationEntity
         extends BaseEntity
 {
-    @Column(nullable = false)
+    @Column("content")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String content;
 
-    @Column(name = "type")
+    @Column("type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String type;
 
-    @Column(name = "is_read", nullable = false, columnDefinition = "boolean default false")
+    @Column("is_read")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Boolean isRead = false;
 
-    @ManyToOne
-    @JoinColumn(name = "user_id")
-    @OnDelete(action = OnDeleteAction.CASCADE)
+    @Column("user_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEntity user;
 
-    @Column(name = "entity_type")
-    @Enumerated(EnumType.STRING)
+    @Column("entity_type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private EntityType entityType;
 
-    @Column(name = "entity_code")
+    @Column("entity_code")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String entityCode;    // 实体编码
 
-    @Column(name = "entity_name")
+    @Column("entity_name")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String entityName;    // 实体名称
 
-    @Column(name = "entity_exists", nullable = false, columnDefinition = "boolean default true")
+    @Column("entity_exists")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Boolean entityExists = true;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/PluginAuditEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/PluginAuditEntity.java
index a6e1b26ec3..ee6175c476 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/PluginAuditEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/PluginAuditEntity.java
@@ -9,72 +9,69 @@
 import org.devlive.metaforge.common.enums.State;
 import org.devlive.metaforge.common.view.EntityView;
 import org.devlive.metaforge.service.enums.QueryMode;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Getter
 @Setter
 @NoArgsConstructor
-@Entity
-@Table(name = "metaforge_source_query")
+@Table("metaforge_source_query")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC", "EQ_DOESNT_OVERRIDE_EQUALS"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class PluginAuditEntity
         extends BaseEntity
 {
-    @Column(name = "state", unique = true)
-    @Enumerated(EnumType.STRING)
+    @Column("state")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private State state;
 
-    @Column(name = "content", unique = true)
+    @Column("content")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String content;
 
-    @Column(name = "message", unique = true)
+    @Column("message")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String message;
 
-    @Column(name = "elapsed")
+    @Column("elapsed")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Long elapsed;
 
-    @Column(name = "count")
+    @Column("count")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private int count;
 
-    @Column(name = "query_mode")
-    @Enumerated(EnumType.STRING)
+    @Column("query_mode")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private QueryMode mode;
 
-    @Column(name = "code")
-    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    private String code;
-
-    @Column(name = "home")
+    @Column("home")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String home;
 
-    @Column(name = "format")
+    @Column("format")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String format;
 
-    @ManyToOne
-    @JoinColumn(name = "plugin_id")
+    @Column("source_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long sourceId;
+
+    @Transient
+    @Reference("sourceId")
     @JsonIncludeProperties(value = {"name", "type", "code"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private SourceEntity source;
 
     // Add from 1.1.0.20221115
-    @ManyToOne
-    @JoinColumn(name = "user_id")
+    @Column("user_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIncludeProperties(value = {"id", "username"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEntity user;
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ReportEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ReportEntity.java
index c53df43338..ab717e1824 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ReportEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ReportEntity.java
@@ -10,17 +10,10 @@
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.common.view.EntityView;
 import org.devlive.metaforge.service.enums.ReportType;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @SuperBuilder
@@ -28,52 +21,55 @@
 @NoArgsConstructor
 @AllArgsConstructor
 @EqualsAndHashCode(callSuper = true)
-@Entity
-@Table(name = "metaforge_report")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_report")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class ReportEntity
         extends BaseEntity
 {
-    @Column(name = "configure")
+    @Column("configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String configure;
 
-    @Column(name = "realtime")
+    @Column("realtime")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private boolean realtime;
 
-    @Column(name = "type")
-    @Enumerated(EnumType.STRING)
+    @Column("type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private ReportType type;
 
-    @Column(name = "query")
+    @Column("query")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String query;
 
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_report_user_relation",
-            joinColumns = @JoinColumn(name = "report_id"),
-            inverseJoinColumns = @JoinColumn(name = "user_id"))
+    @Column("user_id")
+    @JsonView(value = {EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonView(value = {EntityView.AdminView.class})
     private UserEntity user;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_report_source_relation",
-            joinColumns = @JoinColumn(name = "report_id"),
-            inverseJoinColumns = @JoinColumn(name = "source_id"))
+    @Column("source_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long sourceId;
+
+    @Transient
+    @Reference("sourceId")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private SourceEntity source;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_report_dataset_relation",
-            joinColumns = @JoinColumn(name = "report_id"),
-            inverseJoinColumns = @JoinColumn(name = "dataset_id"))
+    @Column("dataset_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long datasetId;
+
+    @Transient
+    @Reference("datasetId")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private DataSetEntity dataset;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/RoleEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/RoleEntity.java
index 786091ab09..d761afe30a 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/RoleEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/RoleEntity.java
@@ -9,16 +9,9 @@
 import lombok.ToString;
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.common.view.EntityView;
-
-import javax.persistence.AttributeOverride;
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.FetchType;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToMany;
-import javax.persistence.Table;
-import javax.persistence.UniqueConstraint;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 import java.util.HashSet;
 import java.util.Set;
@@ -29,21 +22,16 @@
 @NoArgsConstructor
 @AllArgsConstructor
 @EqualsAndHashCode(callSuper = true)
-@Entity
-@Table(name = "metaforge_role", uniqueConstraints = @UniqueConstraint(name = "uk_metaforge_role_code", columnNames = "code"))
-@AttributeOverride(name = "code", column = @Column(name = "code", updatable = false))
+@Table("metaforge_role")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "RCN_REDUNDANT_NULLCHECK_OF_NONNULL_VALUE", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class RoleEntity
         extends BaseEntity
 {
-    @Column(name = "description", columnDefinition = "varchar(1000)")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @ManyToMany(fetch = FetchType.LAZY)
-    @JoinTable(name = "metaforge_role_menu_relation",
-            joinColumns = @JoinColumn(name = "role_id"),
-            inverseJoinColumns = @JoinColumn(name = "menu_id"))
+    @Transient
     private Set<MenuEntity> menus = new HashSet<>();
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledEntity.java
index fcee3aa89e..af1a624518 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledEntity.java
@@ -1,6 +1,5 @@
 package org.devlive.metaforge.service.entity;
 
-import com.fasterxml.jackson.annotation.JsonIgnore;
 import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import lombok.AllArgsConstructor;
 import lombok.Data;
@@ -8,45 +7,28 @@
 import lombok.ToString;
 import lombok.experimental.SuperBuilder;
 import org.devlive.metaforge.service.enums.ScheduledType;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.CascadeType;
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.OneToMany;
-import javax.persistence.Table;
-
-import java.util.List;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @ToString
 @SuperBuilder
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@Table(name = "metaforge_scheduled")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_scheduled")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EI_EXPOSE_REP2", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class ScheduledEntity
         extends BaseEntity
 {
-    @Column(name = "description")
+    @Column("description")
     private String description;
 
-    @Column(name = "expression")
+    @Column("expression")
     private String expression;
 
-    @Column(name = "is_system")
+    @Column("is_system")
     private boolean isSystem;
 
-    @Column(name = "type")
-    @Enumerated(EnumType.STRING)
+    @Column("type")
     private ScheduledType type;
-
-    @OneToMany(mappedBy = "scheduled", cascade = CascadeType.REMOVE)
-    @JsonIgnore
-    private List<ScheduledHistoryEntity> historys;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledHistoryEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledHistoryEntity.java
index 4623d2c431..a2a7115b43 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledHistoryEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/ScheduledHistoryEntity.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.service.entity;
 
+import com.fasterxml.jackson.annotation.JsonIgnore;
 import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import lombok.AllArgsConstructor;
 import lombok.Getter;
@@ -7,20 +8,13 @@
 import lombok.Setter;
 import lombok.ToString;
 import lombok.experimental.SuperBuilder;
+import org.apache.commons.lang3.StringUtils;
+import org.devlive.metaforge.common.utils.JsonUtils;
 import org.devlive.metaforge.executor.common.RunState;
-import org.devlive.metaforge.service.converter.PropertiesConverter;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Convert;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 import java.util.Properties;
 
@@ -30,33 +24,43 @@
 @SuperBuilder
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@Table(name = "metaforge_scheduled_history")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_scheduled_history")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_DOESNT_OVERRIDE_EQUALS"})
 public class ScheduledHistoryEntity
         extends BaseEntity
 {
-    @Column(name = "info")
-    @Convert(converter = PropertiesConverter.class)
-    private Properties info;
+    // JSON object; exposed as Properties through getInfo/setInfo.
+    @Column("info")
+    @JsonIgnore
+    private String infoValue;
 
-    @Column(name = "state")
-    @Enumerated(EnumType.STRING)
+    public Properties getInfo()
+    {
+        return StringUtils.isEmpty(infoValue) ? new Properties() : JsonUtils.toProperties(infoValue);
+    }
+
+    public void setInfo(Properties info)
+    {
+        this.infoValue = info == null ? null : JsonUtils.toJSON(info);
+    }
+
+    @Column("state")
     private RunState state;
 
-    @Column(name = "message")
+    @Column("message")
     private String message;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_scheduled_history_relation",
-            joinColumns = @JoinColumn(name = "scheduled_id"),
-            inverseJoinColumns = @JoinColumn(name = "history_id"))
+    @Column("scheduled_id")
+    private Long scheduledId;
+
+    @Transient
+    @Reference("scheduledId")
     private ScheduledEntity scheduled;
 
-    @ManyToOne
-    @JoinTable(name = "metaforge_scheduled_history_source_relation",
-            joinColumns = @JoinColumn(name = "scheduled_history_id"),
-            inverseJoinColumns = @JoinColumn(name = "source_id"))
+    @Column("source_id")
+    private Long sourceId;
+
+    @Transient
+    @Reference("sourceId")
     private SourceEntity source;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SnippetEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SnippetEntity.java
index df0daa0696..c2433b6458 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SnippetEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SnippetEntity.java
@@ -8,37 +8,35 @@
 import lombok.NoArgsConstructor;
 import lombok.ToString;
 import org.devlive.metaforge.common.view.EntityView;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.JoinColumn;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @ToString
 @NoArgsConstructor
 @AllArgsConstructor
-@Entity
-@Table(name = "metaforge_snippet")
+@Table("metaforge_snippet")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"},
         justification = "I prefer to suppress these FindBugs warnings")
-@EntityListeners(AuditingEntityListener.class)
 public class SnippetEntity
         extends BaseEntity
 {
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @Column(name = "context")
+    @Column("context")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String context;
 
-    @ManyToOne
-    @JoinColumn(name = "user_id")
+    @Column("user_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIncludeProperties(value = {"id", "username", "avatarConfigure"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEntity user;
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SourceEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SourceEntity.java
index f67c24a2a8..cea59972f0 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SourceEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/SourceEntity.java
@@ -1,6 +1,5 @@
 package org.devlive.metaforge.service.entity;
 
-import com.fasterxml.jackson.annotation.JsonIgnore;
 import com.fasterxml.jackson.annotation.JsonIncludeProperties;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.annotation.JsonView;
@@ -16,19 +15,12 @@
 import org.devlive.metaforge.plugin.PluginManager;
 import org.devlive.metaforge.plugin.configure.PluginConfigure;
 import org.devlive.metaforge.plugin.configure.PluginConfigureExecutor;
+import org.devlive.metaforge.service.persistence.Reference;
 import org.devlive.metaforge.spi.model.RuntimeConfigure;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
-
-import javax.persistence.CascadeType;
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.FetchType;
-import javax.persistence.JoinColumn;
-import javax.persistence.ManyToOne;
-import javax.persistence.OneToMany;
-import javax.persistence.Table;
-import javax.persistence.Transient;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
+
 import javax.validation.constraints.NotEmpty;
 import javax.validation.constraints.NotNull;
 
@@ -40,84 +32,78 @@
 @Setter
 @NoArgsConstructor
 @SuperBuilder
-@Entity
-@Table(name = "metaforge_source")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_source")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC", "EQ_DOESNT_OVERRIDE_EQUALS"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class SourceEntity
         extends BaseEntity
 {
-    @Column(name = "description")
+    @Column("description")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String description;
 
-    @Column(name = "_type", nullable = false)
+    @Column("source_type")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String type;
 
-    @Column(name = "protocol", unique = true, nullable = false, columnDefinition = "varchar default 'HTTP'")
+    @Column("protocol")
     @NotNull(message = "The passed protocol cannot by empty")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String protocol;
 
-    @Column(name = "host", unique = true, nullable = false)
+    @Column("host")
     @NotEmpty(message = "The passed host cannot by empty")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String host;
 
-    @Column(name = "port", unique = true, nullable = false)
+    @Column("port")
     @NotNull(message = "The passed port cannot by empty")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Integer port = 0;
 
-    @Column(name = "username")
+    @Column("username")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String username;
 
-    @Column(name = "password")
+    @Column("connection_password")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String password;
 
-    @Column(name = "_catalog")
+    @Column("catalog_name")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String catalog;
 
-    @Column(name = "_database")
+    @Column("database_name")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String database;
 
     // Add from 1.1.0.20221115
-    @Column(name = "_ssl", columnDefinition = "boolean default false")
+    @Column("use_ssl")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Boolean ssl;
 
-    @OneToMany(mappedBy = "source", cascade = CascadeType.REMOVE, fetch = FetchType.LAZY)
-    @JsonIgnore
-    private List<PluginAuditEntity> pluginAudits;
-
     // Add from 1.1.0.20221115
-    @Column(name = "public", columnDefinition = "boolean default false")
+    @Column("is_public")
     @JsonProperty(value = "public")
     private Boolean publish; // Public use or not
 
-    @Column(name = "configure")
+    @Column("configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String originalConfigure;
 
-    @Column(name = "used_config")
+    @Column("used_config")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private boolean usedConfig;
 
-    @Column(name = "version")
+    @Column("version")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String version;
 
-    @Column(name = "available")
+    @Column("available")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Boolean available;
 
-    @Column(name = "message")
+    @Column("message")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String message;
 
@@ -137,18 +123,15 @@ public class SourceEntity
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String home;
 
-    @ManyToOne
-    @JoinColumn(name = "user_id")
-    @JsonIncludeProperties(value = {"id", "username", "code"})
+    @Column("user_id")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    private UserEntity user;
-
-    @OneToMany(mappedBy = "source", cascade = CascadeType.REMOVE)
-    @JsonIgnore
-    private List<ScheduledHistoryEntity> historys;
+    private Long userId;
 
     @Transient
-    private String name;
+    @Reference("userId")
+    @JsonIncludeProperties(value = {"id", "username", "code"})
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private UserEntity user;
 
     @Transient
     @JsonProperty(value = "configure")
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java
index eab08d641e..146c31df52 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserEntity.java
@@ -4,7 +4,7 @@
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonIncludeProperties;
 import com.fasterxml.jackson.annotation.JsonView;
-import com.google.common.collect.Lists;
+import com.fasterxml.jackson.core.type.TypeReference;
 import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import lombok.AllArgsConstructor;
 import lombok.Data;
@@ -12,32 +12,21 @@
 import lombok.NoArgsConstructor;
 import lombok.ToString;
 import lombok.experimental.SuperBuilder;
+import org.apache.commons.lang3.StringUtils;
+import org.devlive.metaforge.common.utils.JsonUtils;
 import org.devlive.metaforge.common.view.EntityView;
-import org.devlive.metaforge.service.converter.AvatarConverter;
-import org.devlive.metaforge.service.converter.NotificationTypeConverter;
-import org.devlive.metaforge.service.converter.UserEditorConverter;
 import org.devlive.metaforge.service.entity.convert.AvatarEntity;
 import org.devlive.metaforge.service.entity.itransient.user.UserEditorEntity;
 import org.devlive.metaforge.service.itransient.NotificationTypeEntity;
 import org.devlive.metaforge.service.validation.ValidationGroup;
-import org.hibernate.annotations.Formula;
-import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
-import javax.persistence.CascadeType;
-import javax.persistence.Column;
-import javax.persistence.Convert;
-import javax.persistence.Entity;
-import javax.persistence.EntityListeners;
-import javax.persistence.FetchType;
-import javax.persistence.JoinColumn;
-import javax.persistence.JoinTable;
-import javax.persistence.ManyToMany;
-import javax.persistence.OneToMany;
-import javax.persistence.Table;
 import javax.validation.constraints.NotBlank;
 import javax.validation.constraints.Size;
 
-import java.util.HashSet;
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 
@@ -47,9 +36,7 @@
 @NoArgsConstructor
 @AllArgsConstructor
 @EqualsAndHashCode(callSuper = true)
-@Entity
-@Table(name = "metaforge_user")
-@EntityListeners(AuditingEntityListener.class)
+@Table("metaforge_user")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 // The sources collection is a lazy relation; serializing it outside a session
 // blows up responses, and no client consumes it through this entity.
@@ -63,7 +50,7 @@ public class UserEntity
             ValidationGroup.Crud.Auth.class
     })
     @Size(max = 20)
-    @Column(name = "username")
+    @Column("username")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String username;
 
@@ -73,47 +60,58 @@ public class UserEntity
             ValidationGroup.Crud.Auth.class
     })
     @Size(max = 120)
-    @Column(name = "password")
+    @Column("password_hash")
     @JsonView(value = {EntityView.NoneView.class})
     private String password;
 
-    @Column(name = "chat_configure")
+    @Column("chat_configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String chatConfigure;
 
-    @Column(name = "is_system")
+    @Column("is_system")
     @JsonView(value = {EntityView.AdminView.class})
     private boolean system;
 
-    @Column(name = "editor_configure")
-    @Convert(converter = UserEditorConverter.class)
+    @Column("editor_configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEditorEntity editorConfigure;
 
-    @Column(name = "avatar_configure")
-    @Convert(converter = AvatarConverter.class)
+    @Column("avatar_configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private AvatarEntity avatarConfigure;
 
-    @ManyToMany(fetch = FetchType.EAGER)
-    @JoinTable(name = "metaforge_user_role_relation",
-            joinColumns = @JoinColumn(name = "user_id"),
-            inverseJoinColumns = @JoinColumn(name = "role_id"))
+    // Loaded explicitly from metaforge_user_role by the services that need it.
+    @Transient
     @JsonIncludeProperties(value = {"name", "code", "description"})
     @JsonView(value = {EntityView.AdminView.class})
-    private Set<RoleEntity> roles = new HashSet<>();
+    private Set<RoleEntity> roles;
 
-    @OneToMany(mappedBy = "user", cascade = CascadeType.REMOVE, fetch = FetchType.LAZY)
-    @JsonView(value = {EntityView.NoneView.class})
+    // JSON array of NotificationTypeEntity; exposed as a list through getNotifyConfigure/setNotifyConfigure.
+    @Column("notify_configure")
     @JsonIgnore
-    private List<SourceEntity> sources;
+    private String notifyConfigureValue;
 
-    @Column(name = "notify_configure")
+    // Filled explicitly where the client shows unread notifications.
+    @Transient
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    @Convert(converter = NotificationTypeConverter.class)
-    private List<NotificationTypeEntity> notifyConfigure = Lists.newArrayList();
+    private Long unreadCount;
 
-    @Formula("(SELECT COUNT(n.id) FROM metaforge_notification n WHERE n.user_id = id AND n.is_read = false)")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
-    private Long unreadCount;
+    public List<NotificationTypeEntity> getNotifyConfigure()
+    {
+        if (StringUtils.isEmpty(notifyConfigureValue)) {
+            return new ArrayList<>();
+        }
+        try {
+            return JsonUtils.objectmapper.readValue(notifyConfigureValue, new TypeReference<List<NotificationTypeEntity>>() {});
+        }
+        catch (Exception e) {
+            return new ArrayList<>();
+        }
+    }
+
+    public void setNotifyConfigure(List<NotificationTypeEntity> notifyConfigure)
+    {
+        this.notifyConfigureValue = JsonUtils.toJSON(notifyConfigure == null ? new ArrayList<>() : notifyConfigure);
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserLogEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserLogEntity.java
index 9c4a0cdf2f..1944511fe4 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserLogEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/UserLogEntity.java
@@ -7,58 +7,52 @@
 import lombok.NoArgsConstructor;
 import lombok.ToString;
 import org.devlive.metaforge.common.enums.State;
-
-import javax.persistence.Column;
-import javax.persistence.Entity;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.GeneratedValue;
-import javax.persistence.GenerationType;
-import javax.persistence.Id;
-import javax.persistence.JoinColumn;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Id;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 import java.sql.Timestamp;
 
-@Entity
 @Data
 @ToString
 @NoArgsConstructor
 @AllArgsConstructor
-@Table(name = "metaforge_user_log")
+@Table("metaforge_user_log")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class UserLogEntity
 {
     @Id
-    @GeneratedValue(strategy = GenerationType.IDENTITY)
     private Long id;
 
-    @Column(name = "device")
+    @Column("device")
     private String device;
 
-    @Column(name = "client")
+    @Column("client")
     private String client;
 
-    @Column(name = "ip")
+    @Column("ip")
     private String ip;
 
-    @Column(name = "ua")
+    @Column("ua")
     private String ua;
 
-    @Column(name = "state", unique = true)
-    @Enumerated(EnumType.STRING)
+    @Column("state")
     private State state;
 
-    @Column(name = "message", unique = true)
+    @Column("message")
     private String message;
 
-    @Column(name = "create_time", columnDefinition = "datetime(5) default CURRENT_TIMESTAMP()")
+    @Column("create_time")
     private Timestamp createTime;
 
-    @ManyToOne
-    @JoinColumn(name = "user_id")
+    @Column("user_id")
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIncludeProperties(value = {"id", "username"})
     private UserEntity user;
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/WorkflowEntity.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/WorkflowEntity.java
index a8e0934796..f7daca0718 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/WorkflowEntity.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/entity/WorkflowEntity.java
@@ -8,67 +8,70 @@
 import lombok.ToString;
 import org.devlive.metaforge.common.view.EntityView;
 import org.devlive.metaforge.executor.common.RunState;
-import org.devlive.metaforge.service.converter.ConfigurationConverter;
 import org.devlive.metaforge.service.itransient.configuration.Configuration;
-
-import javax.persistence.Column;
-import javax.persistence.Convert;
-import javax.persistence.Entity;
-import javax.persistence.EnumType;
-import javax.persistence.Enumerated;
-import javax.persistence.JoinColumn;
-import javax.persistence.ManyToOne;
-import javax.persistence.Table;
+import org.devlive.metaforge.service.persistence.Reference;
+import org.springframework.data.annotation.Transient;
+import org.springframework.data.relational.core.mapping.Column;
+import org.springframework.data.relational.core.mapping.Table;
 
 @Data
 @ToString
 @NoArgsConstructor
-@Entity
-@Table(name = "metaforge_workflow")
+@Table("metaforge_workflow")
 @SuppressFBWarnings(value = {"EI_EXPOSE_REP", "EQ_OVERRIDING_EQUALS_NOT_SYMMETRIC"})
 public class WorkflowEntity
         extends BaseEntity
 {
-    @Column(name = "state")
-    @Enumerated(EnumType.STRING)
+    @Column("state")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private RunState state;
 
-    @Column(name = "message")
+    @Column("message")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String message;
 
-    @Column(name = "work")
+    @Column("work")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String work;
 
-    @Column(name = "elapsed")
+    @Column("elapsed")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Long elapsed;
 
-    @Column(name = "executor")
+    @Column("executor")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private String executor;
 
-    @Column(name = "configure")
-    @Convert(converter = ConfigurationConverter.class)
+    @Column("configure")
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private Configuration configure;
 
-    @ManyToOne
-    @JoinColumn(name = "j_from_id")
+    @Column("from_source_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long fromSourceId;
+
+    @Transient
+    @Reference("fromSourceId")
     @JsonIncludeProperties(value = {"code", "name", "type"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private SourceEntity from;
 
-    @ManyToOne
-    @JoinColumn(name = "j_to_id")
+    @Column("to_source_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long toSourceId;
+
+    @Transient
+    @Reference("toSourceId")
     @JsonIncludeProperties(value = {"code", "name", "type"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private SourceEntity to;
 
-    @ManyToOne
-    @JoinColumn(name = "j_user_id")
+    @Column("user_id")
+    @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
+    private Long userId;
+
+    @Transient
+    @Reference("userId")
     @JsonIncludeProperties(value = {"username", "code"})
     @JsonView(value = {EntityView.UserView.class, EntityView.AdminView.class})
     private UserEntity user;
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/initializer/RoleCodeConstraint.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/initializer/RoleCodeConstraint.java
index e5426a9c36..697637716a 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/initializer/RoleCodeConstraint.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/initializer/RoleCodeConstraint.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.service.initializer;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.springframework.stereotype.Component;
 
 import javax.sql.DataSource;
@@ -16,6 +17,7 @@
 import java.util.Map;
 
 @Component
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class RoleCodeConstraint
 {
     private final DataSource dataSource;
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/FilterQuery.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/FilterQuery.java
new file mode 100644
index 0000000000..766c56ae9a
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/FilterQuery.java
@@ -0,0 +1,264 @@
+package org.devlive.metaforge.service.persistence;
+
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
+import org.devlive.metaforge.service.body.FilterBody;
+import org.devlive.metaforge.service.body.FilterCriterionBody;
+import org.devlive.metaforge.service.body.OrderBody;
+import org.springframework.data.domain.Page;
+import org.springframework.data.domain.PageImpl;
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.jdbc.core.convert.EntityRowMapper;
+import org.springframework.data.jdbc.core.convert.JdbcConverter;
+import org.springframework.data.relational.core.dialect.Dialect;
+import org.springframework.data.relational.core.dialect.LimitClause;
+import org.springframework.data.relational.core.mapping.RelationalMappingContext;
+import org.springframework.data.relational.core.mapping.RelationalPersistentEntity;
+import org.springframework.data.relational.core.mapping.RelationalPersistentProperty;
+import org.springframework.jdbc.core.namedparam.MapSqlParameterSource;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcOperations;
+import org.springframework.stereotype.Component;
+
+import java.sql.Timestamp;
+import java.time.LocalDate;
+import java.time.ZoneId;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.LinkedHashSet;
+import java.util.List;
+import java.util.Locale;
+import java.util.Map;
+import java.util.Set;
+
+/**
+ * Builds the filtered, sorted and paged listing queries behind the list pages as portable SQL.
+ * Only mapped properties can be filtered or sorted, and values are always bound parameters.
+ */
+@Component
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
+public class FilterQuery
+{
+    private static final Set<String> FILTERABLE = Set.of(
+            "active", "available", "publish", "type", "protocol", "host", "syncMode", "executor", "scheduler",
+            "system", "description", "isSystem", "expression", "state", "content", "mode", "ip", "device", "client",
+            "context", "realtime", "group", "url", "plugin");
+    private static final String[] KEYWORD_FIELDS = {"name", "code", "username", "device", "client", "ip"};
+    private static final char ESCAPE = '!';
+
+    private final NamedParameterJdbcOperations jdbc;
+    private final JdbcConverter converter;
+    private final RelationalMappingContext context;
+    private final Dialect dialect;
+
+    public FilterQuery(NamedParameterJdbcOperations jdbc, JdbcConverter converter, RelationalMappingContext context, Dialect dialect)
+    {
+        this.jdbc = jdbc;
+        this.converter = converter;
+        this.context = context;
+        this.dialect = dialect;
+    }
+
+    public <T> Page<T> page(Class<T> type, FilterBody filter, Visibility visibility)
+    {
+        @SuppressWarnings("unchecked")
+        RelationalPersistentEntity<T> entity = (RelationalPersistentEntity<T>) context.getRequiredPersistentEntity(type);
+        Map<String, RelationalPersistentProperty> properties = new HashMap<>();
+        entity.doWithProperties((RelationalPersistentProperty property) -> {
+            if (!property.isTransient() && !property.isEntity()) {
+                properties.put(property.getName(), property);
+                // list-valued columns are stored as text in a "<name>Value" field
+                if (property.getName().endsWith("Value")) {
+                    properties.putIfAbsent(property.getName().substring(0, property.getName().length() - "Value".length()), property);
+                }
+            }
+        });
+        MapSqlParameterSource parameters = new MapSqlParameterSource();
+        List<String> where = new ArrayList<>();
+        keyword(filter, properties, where, parameters);
+        if (filter.getActive() != null) {
+            where.add(column(properties, "active") + " = :active");
+            parameters.addValue("active", filter.getActive());
+        }
+        if (filter.getCode() != null && !filter.getCode().trim().isEmpty()) {
+            where.add(column(properties, "code") + " = :code");
+            parameters.addValue("code", filter.getCode().trim());
+        }
+        conditions(filter, properties, where, parameters);
+        createdRange(filter, properties, where, parameters);
+        visibility(visibility, properties, where, parameters);
+
+        String table = entity.getTableName().getReference();
+        String condition = where.isEmpty() ? "" : " WHERE " + String.join(" AND ", where);
+        Long total = jdbc.queryForObject("SELECT COUNT(*) FROM " + table + condition, parameters, Long.class);
+        int size = filter.getSize() == null ? 10 : Math.max(1, filter.getSize());
+        int page = filter.getPage() == null ? 1 : Math.max(1, filter.getPage());
+        String sql = "SELECT * FROM " + table + condition + " ORDER BY " + orders(filter, properties, entity);
+        LimitClause limit = dialect.limit();
+        sql = sql + " " + limit.getLimitOffset(size, (long) (page - 1) * size);
+        List<T> content = jdbc.query(sql, parameters, new EntityRowMapper<>(entity, converter));
+        return new PageImpl<>(content, PageRequest.of(page - 1, size), total == null ? 0 : total);
+    }
+
+    private void keyword(FilterBody filter, Map<String, RelationalPersistentProperty> properties, List<String> where, MapSqlParameterSource parameters)
+    {
+        if (filter.getKeyword() == null || filter.getKeyword().trim().isEmpty()) {
+            return;
+        }
+        List<String> matches = new ArrayList<>();
+        for (String field : KEYWORD_FIELDS) {
+            if (properties.containsKey(field)) {
+                matches.add(like(column(properties, field)));
+            }
+        }
+        if (matches.isEmpty()) {
+            where.add("1 = 0");
+            return;
+        }
+        where.add("(" + String.join(" OR ", matches).replace(":like", ":keyword") + ")");
+        parameters.addValue("keyword", pattern(filter.getKeyword()));
+    }
+
+    private void conditions(FilterBody filter, Map<String, RelationalPersistentProperty> properties, List<String> where, MapSqlParameterSource parameters)
+    {
+        if (filter.getConditions() == null) {
+            return;
+        }
+        int index = 0;
+        for (Map.Entry<String, FilterCriterionBody> entry : filter.getConditions().entrySet()) {
+            String field = entry.getKey();
+            FilterCriterionBody criterion = entry.getValue();
+            if (criterion == null || criterion.getValue() == null || criterion.getValue().trim().isEmpty()) {
+                continue;
+            }
+            if (!FILTERABLE.contains(field) || !properties.containsKey(field)) {
+                throw new IllegalArgumentException("Unsupported filter: " + field);
+            }
+            String value = criterion.getValue().trim();
+            String parameter = "condition" + index++;
+            Class<?> type = properties.get(field).getType();
+            String column = column(properties, field);
+            if (type == Boolean.class || type == boolean.class) {
+                if (!value.equals("true") && !value.equals("false")) {
+                    throw new IllegalArgumentException("Invalid boolean filter: " + field);
+                }
+                where.add(column + " = :" + parameter);
+                parameters.addValue(parameter, Boolean.valueOf(value));
+            }
+            else if (type.isEnum()) {
+                Object constant = null;
+                for (Object candidate : type.getEnumConstants()) {
+                    if (((Enum<?>) candidate).name().equals(value)) {
+                        constant = candidate;
+                    }
+                }
+                if (constant == null) {
+                    throw new IllegalArgumentException("Invalid enum filter: " + field);
+                }
+                where.add(column + " = :" + parameter);
+                parameters.addValue(parameter, ((Enum<?>) constant).name());
+            }
+            else if (type == String.class) {
+                if (criterion.isExact()) {
+                    where.add(column + " = :" + parameter);
+                    parameters.addValue(parameter, value);
+                }
+                else {
+                    where.add(like(column).replace(":like", ":" + parameter));
+                    parameters.addValue(parameter, pattern(value));
+                }
+            }
+            else {
+                throw new IllegalArgumentException("Unsupported filter type: " + field);
+            }
+        }
+    }
+
+    private void createdRange(FilterBody filter, Map<String, RelationalPersistentProperty> properties, List<String> where, MapSqlParameterSource parameters)
+    {
+        LocalDate from = date(filter.getCreatedFrom());
+        LocalDate to = date(filter.getCreatedTo());
+        if (from != null && to != null && from.isAfter(to)) {
+            throw new IllegalArgumentException("Start date must not be after end date");
+        }
+        if (from != null) {
+            where.add(column(properties, "createTime") + " >= :createdFrom");
+            parameters.addValue("createdFrom", boundary(from));
+        }
+        if (to != null) {
+            where.add(column(properties, "createTime") + " < :createdTo");
+            parameters.addValue("createdTo", boundary(to.plusDays(1)));
+        }
+    }
+
+    private void visibility(Visibility visibility, Map<String, RelationalPersistentProperty> properties, List<String> where, MapSqlParameterSource parameters)
+    {
+        if (visibility == null || visibility.anyOf().isEmpty()) {
+            return;
+        }
+        List<String> any = new ArrayList<>();
+        int index = 0;
+        for (Map.Entry<String, Object> entry : visibility.anyOf().entrySet()) {
+            String parameter = "visible" + index++;
+            if (entry.getValue() == null) {
+                any.add("1 = 0");
+                continue;
+            }
+            any.add(column(properties, entry.getKey()) + " = :" + parameter);
+            parameters.addValue(parameter, entry.getValue());
+        }
+        where.add("(" + String.join(" OR ", any) + ")");
+    }
+
+    private String orders(FilterBody filter, Map<String, RelationalPersistentProperty> properties, RelationalPersistentEntity<?> entity)
+    {
+        Set<String> seen = new LinkedHashSet<>();
+        List<String> orders = new ArrayList<>();
+        if (filter.getOrders() != null) {
+            for (OrderBody order : filter.getOrders()) {
+                String direction = order.getOrder() == null ? "" : order.getOrder().toLowerCase(Locale.ROOT);
+                if ((!direction.equals("asc") && !direction.equals("desc")) || !seen.add(order.getColumn())) {
+                    continue;
+                }
+                if (!properties.containsKey(order.getColumn())) {
+                    throw new IllegalArgumentException("Unsupported order: " + order.getColumn());
+                }
+                orders.add(column(properties, order.getColumn()) + " " + direction.toUpperCase(Locale.ROOT));
+            }
+        }
+        // a unique tie-breaker keeps pages stable and satisfies OFFSET/FETCH dialects
+        orders.add(entity.getRequiredIdProperty().getColumnName().getReference() + " ASC");
+        return String.join(", ", orders);
+    }
+
+    private static String column(Map<String, RelationalPersistentProperty> properties, String name)
+    {
+        RelationalPersistentProperty property = properties.get(name);
+        if (property == null) {
+            throw new IllegalArgumentException("Unsupported field: " + name);
+        }
+        return property.getColumnName().getReference();
+    }
+
+    private static String like(String column)
+    {
+        return "LOWER(" + column + ") LIKE :like ESCAPE '" + ESCAPE + "'";
+    }
+
+    private static String pattern(String value)
+    {
+        String escaped = value.trim().toLowerCase(Locale.ROOT)
+                .replace(String.valueOf(ESCAPE), "" + ESCAPE + ESCAPE)
+                .replace("%", ESCAPE + "%")
+                .replace("_", ESCAPE + "_");
+        return "%" + escaped + "%";
+    }
+
+    private static LocalDate date(String value)
+    {
+        return value == null || value.trim().isEmpty() ? null : LocalDate.parse(value.trim());
+    }
+
+    private static Timestamp boundary(LocalDate value)
+    {
+        return Timestamp.from(value.atStartOfDay(ZoneId.systemDefault()).toInstant());
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Ids.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Ids.java
new file mode 100644
index 0000000000..5534808337
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Ids.java
@@ -0,0 +1,34 @@
+package org.devlive.metaforge.service.persistence;
+
+import org.springframework.data.annotation.Id;
+import org.springframework.util.ReflectionUtils;
+
+import java.lang.reflect.Field;
+import java.util.Map;
+import java.util.concurrent.ConcurrentHashMap;
+
+/**
+ * Reads the {@link Id} field of any mapped entity.
+ */
+public final class Ids
+{
+    private static final Map<Class<?>, Field> FIELDS = new ConcurrentHashMap<>();
+
+    private Ids()
+    {
+    }
+
+    public static Object of(Object entity)
+    {
+        Field field = FIELDS.computeIfAbsent(entity.getClass(), type -> {
+            Field[] found = new Field[1];
+            ReflectionUtils.doWithFields(type, candidate -> found[0] = candidate, candidate -> candidate.isAnnotationPresent(Id.class));
+            if (found[0] == null) {
+                throw new IllegalArgumentException(type.getName() + " has no @Id field");
+            }
+            ReflectionUtils.makeAccessible(found[0]);
+            return found[0];
+        });
+        return ReflectionUtils.getField(field, entity);
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/JdbcConverters.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/JdbcConverters.java
new file mode 100644
index 0000000000..56a44f9f77
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/JdbcConverters.java
@@ -0,0 +1,156 @@
+package org.devlive.metaforge.service.persistence;
+
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import org.apache.commons.lang3.StringUtils;
+import org.devlive.metaforge.common.utils.JsonUtils;
+import org.devlive.metaforge.service.entity.convert.AvatarEntity;
+import org.devlive.metaforge.service.entity.itransient.user.UserEditorEntity;
+import org.devlive.metaforge.service.itransient.configuration.Configuration;
+import org.springframework.core.convert.converter.Converter;
+import org.springframework.data.convert.ReadingConverter;
+import org.springframework.data.convert.WritingConverter;
+
+import java.io.IOException;
+import java.io.Reader;
+import java.io.UncheckedIOException;
+import java.sql.Clob;
+import java.sql.SQLException;
+import java.util.Arrays;
+import java.util.List;
+
+/**
+ * Column conversions shared by every entity: JSON-backed value objects stored as text,
+ * plus the vendor representations (CLOB, numeric flags) that differ between databases.
+ */
+public final class JdbcConverters
+{
+    private static final ObjectMapper NON_NULL = new ObjectMapper().setSerializationInclusion(JsonInclude.Include.NON_NULL);
+
+    private JdbcConverters()
+    {
+    }
+
+    public static List<Object> all()
+    {
+        return Arrays.asList(
+                new AvatarWriter(), new AvatarReader(),
+                new UserEditorWriter(), new UserEditorReader(),
+                new ConfigurationWriter(), new ConfigurationReader(),
+                new ClobReader(), new NumberToBooleanReader());
+    }
+
+    @WritingConverter
+    static class AvatarWriter
+            implements Converter<AvatarEntity, String>
+    {
+        @Override
+        public String convert(AvatarEntity source)
+        {
+            return JsonUtils.toJSON(source);
+        }
+    }
+
+    @ReadingConverter
+    static class AvatarReader
+            implements Converter<String, AvatarEntity>
+    {
+        @Override
+        public AvatarEntity convert(String source)
+        {
+            return StringUtils.isEmpty(source) ? null : JsonUtils.toObject(source, AvatarEntity.class);
+        }
+    }
+
+    @WritingConverter
+    static class UserEditorWriter
+            implements Converter<UserEditorEntity, String>
+    {
+        @Override
+        public String convert(UserEditorEntity source)
+        {
+            return JsonUtils.toJSON(source);
+        }
+    }
+
+    @ReadingConverter
+    static class UserEditorReader
+            implements Converter<String, UserEditorEntity>
+    {
+        @Override
+        public UserEditorEntity convert(String source)
+        {
+            return StringUtils.isEmpty(source) ? null : JsonUtils.toObject(source, UserEditorEntity.class);
+        }
+    }
+
+    @WritingConverter
+    static class ConfigurationWriter
+            implements Converter<Configuration, String>
+    {
+        @Override
+        public String convert(Configuration source)
+        {
+            try {
+                return NON_NULL.writeValueAsString(source);
+            }
+            catch (IOException e) {
+                throw new IllegalArgumentException("Error converting configuration to JSON", e);
+            }
+        }
+    }
+
+    @ReadingConverter
+    static class ConfigurationReader
+            implements Converter<String, Configuration>
+    {
+        @Override
+        public Configuration convert(String source)
+        {
+            try {
+                return StringUtils.isEmpty(source) ? null : NON_NULL.readValue(source, Configuration.class);
+            }
+            catch (IOException e) {
+                throw new IllegalArgumentException("Error converting JSON to configuration", e);
+            }
+        }
+    }
+
+    /** Oracle and H2 hand CLOB columns back as java.sql.Clob. */
+    @ReadingConverter
+    static class ClobReader
+            implements Converter<Clob, String>
+    {
+        @Override
+        public String convert(Clob source)
+        {
+            try (Reader reader = source.getCharacterStream()) {
+                StringBuilder builder = new StringBuilder();
+                char[] buffer = new char[4096];
+                int read;
+                while ((read = reader.read(buffer)) != -1) {
+                    builder.append(buffer, 0, read);
+                }
+                return builder.toString();
+            }
+            catch (SQLException e) {
+                throw new IllegalStateException("Cannot read CLOB column", e);
+            }
+            catch (IOException e) {
+                throw new UncheckedIOException(e);
+            }
+        }
+    }
+
+    /** Oracle stores flags as NUMBER(1). */
+    @ReadingConverter
+    static class NumberToBooleanReader
+            implements Converter<Number, Boolean>
+    {
+        @Override
+        public Boolean convert(Number source)
+        {
+            return source.intValue() != 0;
+        }
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Persistence.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Persistence.java
new file mode 100644
index 0000000000..4a12290ac5
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Persistence.java
@@ -0,0 +1,70 @@
+package org.devlive.metaforge.service.persistence;
+
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
+import org.devlive.metaforge.service.body.FilterBody;
+import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.repository.BaseRepository;
+import org.springframework.core.ResolvableType;
+import org.springframework.data.domain.Page;
+import org.springframework.stereotype.Component;
+
+/**
+ * Hands the shared query helpers to the default methods of the service interfaces.
+ */
+@Component
+@SuppressFBWarnings(value = "ST_WRITE_TO_STATIC_FROM_INSTANCE_METHOD", justification = "The singleton publishes itself for the static service helpers")
+public class Persistence
+{
+    private static volatile Persistence instance;
+
+    private final FilterQuery filterQuery;
+    private final References references;
+
+    public Persistence(FilterQuery filterQuery, References references)
+    {
+        this.filterQuery = filterQuery;
+        this.references = references;
+        instance = this;
+    }
+
+    public static FilterQuery filterQuery()
+    {
+        return get().filterQuery;
+    }
+
+    public static References references()
+    {
+        return get().references;
+    }
+
+    /**
+     * One page of a filtered listing, limited to the rows the user may see, with references loaded.
+     */
+    public static <T> Page<T> filtered(BaseRepository<T, ?> repository, FilterBody filter, UserEntity user)
+    {
+        return references().load(filterQuery().page(entityType(repository), filter, repository.visibleTo(user)));
+    }
+
+    /**
+     * The aggregate type managed by a repository proxy.
+     */
+    @SuppressWarnings("unchecked")
+    public static <T> Class<T> entityType(BaseRepository<T, ?> repository)
+    {
+        for (Class<?> candidate : repository.getClass().getInterfaces()) {
+            Class<?> resolved = ResolvableType.forClass(candidate).as(BaseRepository.class).getGeneric(0).resolve();
+            if (resolved != null) {
+                return (Class<T>) resolved;
+            }
+        }
+        throw new IllegalArgumentException("Cannot resolve the entity type of " + repository);
+    }
+
+    private static Persistence get()
+    {
+        if (instance == null) {
+            throw new IllegalStateException("Persistence support is not initialized");
+        }
+        return instance;
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Reference.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Reference.java
new file mode 100644
index 0000000000..1f745a7b20
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Reference.java
@@ -0,0 +1,21 @@
+package org.devlive.metaforge.service.persistence;
+
+import java.lang.annotation.ElementType;
+import java.lang.annotation.Retention;
+import java.lang.annotation.RetentionPolicy;
+import java.lang.annotation.Target;
+
+/**
+ * Marks a transient field that holds the entity referenced by an id column of the same entity.
+ * Nothing is fetched automatically: {@link References#load} fills the field on demand in one
+ * query per reference, and saving copies the referenced entity's id into the id column.
+ */
+@Retention(RetentionPolicy.RUNTIME)
+@Target(ElementType.FIELD)
+public @interface Reference
+{
+    /**
+     * Name of the field that stores the referenced id.
+     */
+    String value();
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/References.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/References.java
new file mode 100644
index 0000000000..8a4779e137
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/References.java
@@ -0,0 +1,151 @@
+package org.devlive.metaforge.service.persistence;
+
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
+import org.springframework.data.domain.Page;
+import org.springframework.data.jdbc.core.JdbcAggregateOperations;
+import org.springframework.stereotype.Component;
+import org.springframework.util.ReflectionUtils;
+
+import java.lang.reflect.Field;
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.LinkedHashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.concurrent.ConcurrentHashMap;
+
+import static java.util.Objects.requireNonNull;
+
+/**
+ * Explicit replacement for JPA associations: loads the entities behind {@link Reference} fields
+ * with one batched query per reference and keeps id columns in step with referenced entities.
+ */
+@Component
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
+public class References
+{
+    /** Keeps IN lists below the 1000 element limit of Oracle. */
+    private static final int BATCH = 900;
+    private static final Map<Class<?>, List<Link>> LINKS = new ConcurrentHashMap<>();
+
+    private final JdbcAggregateOperations template;
+
+    public References(JdbcAggregateOperations template)
+    {
+        this.template = template;
+    }
+
+    public <T> T load(T entity)
+    {
+        if (entity != null) {
+            load(Collections.singletonList(entity));
+        }
+        return entity;
+    }
+
+    public <T> Page<T> load(Page<T> page)
+    {
+        load(page.getContent());
+        return page;
+    }
+
+    public <T, C extends Collection<T>> C load(C entities)
+    {
+        if (entities == null || entities.isEmpty()) {
+            return entities;
+        }
+        Class<?> type = entities.iterator().next().getClass();
+        for (Link link : links(type)) {
+            Set<Object> ids = new LinkedHashSet<>();
+            for (T entity : entities) {
+                Object id = link.id(entity);
+                if (id != null) {
+                    ids.add(id);
+                }
+            }
+            Map<Object, Object> targets = findAll(link.target(), ids);
+            for (T entity : entities) {
+                Object id = link.id(entity);
+                link.set(entity, id == null ? null : targets.get(id));
+            }
+        }
+        return entities;
+    }
+
+    private Map<Object, Object> findAll(Class<?> target, Set<Object> ids)
+    {
+        Map<Object, Object> found = new HashMap<>();
+        List<Object> pending = new ArrayList<>(ids);
+        for (int from = 0; from < pending.size(); from += BATCH) {
+            List<Object> batch = pending.subList(from, Math.min(pending.size(), from + BATCH));
+            for (Object value : template.findAllById(batch, target)) {
+                found.put(Ids.of(value), value);
+            }
+        }
+        return found;
+    }
+
+    /**
+     * Copies the id of every referenced entity into its id column; called before saving.
+     */
+    public static void syncIds(Object entity)
+    {
+        for (Link link : links(entity.getClass())) {
+            Object target = link.get(entity);
+            if (target != null) {
+                ReflectionUtils.setField(link.idField, entity, Ids.of(target));
+            }
+        }
+    }
+
+    private static List<Link> links(Class<?> type)
+    {
+        return LINKS.computeIfAbsent(type, key -> {
+            List<Link> links = new ArrayList<>();
+            ReflectionUtils.doWithFields(key, field -> {
+                Reference reference = field.getAnnotation(Reference.class);
+                Field idField = requireNonNull(ReflectionUtils.findField(key, reference.value()),
+                        () -> String.format("%s.%s references missing id field %s", key.getSimpleName(), field.getName(), reference.value()));
+                ReflectionUtils.makeAccessible(field);
+                ReflectionUtils.makeAccessible(idField);
+                links.add(new Link(field, idField));
+            }, field -> field.isAnnotationPresent(Reference.class));
+            return links;
+        });
+    }
+
+    private static final class Link
+    {
+        private final Field field;
+        private final Field idField;
+
+        private Link(Field field, Field idField)
+        {
+            this.field = field;
+            this.idField = idField;
+        }
+
+        private Class<?> target()
+        {
+            return field.getType();
+        }
+
+        private Object id(Object entity)
+        {
+            return ReflectionUtils.getField(idField, entity);
+        }
+
+        private Object get(Object entity)
+        {
+            return ReflectionUtils.getField(field, entity);
+        }
+
+        private void set(Object entity, Object value)
+        {
+            ReflectionUtils.setField(field, entity, value);
+        }
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Visibility.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Visibility.java
new file mode 100644
index 0000000000..30d756bd6d
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/persistence/Visibility.java
@@ -0,0 +1,45 @@
+package org.devlive.metaforge.service.persistence;
+
+import java.util.Collections;
+import java.util.LinkedHashMap;
+import java.util.Map;
+
+/**
+ * Rows a user may see in a filtered listing: everything, or rows where any of the given
+ * properties equals its value (for example the owner id, or a public flag).
+ */
+public final class Visibility
+{
+    private static final Visibility ALL = new Visibility(Collections.emptyMap());
+
+    private final Map<String, Object> anyOf;
+
+    private Visibility(Map<String, Object> anyOf)
+    {
+        this.anyOf = anyOf;
+    }
+
+    public static Visibility all()
+    {
+        return ALL;
+    }
+
+    public static Visibility where(String property, Object value)
+    {
+        Map<String, Object> anyOf = new LinkedHashMap<>();
+        anyOf.put(property, value);
+        return new Visibility(anyOf);
+    }
+
+    public Visibility or(String property, Object value)
+    {
+        Map<String, Object> anyOf = new LinkedHashMap<>(this.anyOf);
+        anyOf.put(property, value);
+        return new Visibility(anyOf);
+    }
+
+    public Map<String, Object> anyOf()
+    {
+        return Collections.unmodifiableMap(anyOf);
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/BaseRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/BaseRepository.java
index cafde3252e..ebbe2c3a25 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/BaseRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/BaseRepository.java
@@ -1,36 +1,21 @@
 package org.devlive.metaforge.service.repository;
 
-import org.devlive.metaforge.service.adapter.FilterSpecification;
-import org.devlive.metaforge.service.adapter.PageRequestAdapter;
-import org.devlive.metaforge.service.body.FilterBody;
 import org.devlive.metaforge.service.entity.UserEntity;
-import org.springframework.data.domain.Page;
-import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
-import org.springframework.data.jpa.repository.JpaSpecificationExecutor;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.springframework.data.repository.PagingAndSortingRepository;
 
 import java.util.Optional;
 
 public interface BaseRepository<T, ID>
-        extends PagingAndSortingRepository<T, ID>, JpaSpecificationExecutor<T>
+        extends PagingAndSortingRepository<T, ID>
 {
     Optional<T> findByCode(String code);
 
-    void deleteByCode(String code);
-
-    default Specification<T> visibleTo(UserEntity user)
-    {
-        return (root, query, builder) -> builder.conjunction();
-    }
-
-    default Page<T> findFiltered(FilterBody filter, UserEntity user)
-    {
-        return findAll(FilterSpecification.<T>of(filter).and(visibleTo(user)), PageRequestAdapter.of(filter));
-    }
-
-    default Page<T> findAllByUser(UserEntity user, Pageable pageable)
+    /**
+     * Rows of this aggregate the given user may list; see {@link org.devlive.metaforge.service.persistence.FilterQuery}.
+     */
+    default Visibility visibleTo(UserEntity user)
     {
-        throw new UnsupportedOperationException("findAllByUser not implemented");
+        return Visibility.all();
     }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ChatRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ChatRepository.java
index c7951d89d0..0addba5d1b 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ChatRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ChatRepository.java
@@ -1,12 +1,11 @@
 package org.devlive.metaforge.service.repository;
 
 import org.devlive.metaforge.service.entity.ChatEntity;
-import org.devlive.metaforge.service.entity.UserEntity;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
 
 public interface ChatRepository
         extends BaseRepository<ChatEntity, Long>
 {
-    Page<ChatEntity> findAllByUser(UserEntity user, Pageable pageable);
+    Page<ChatEntity> findAllByUserId(Long userId, Pageable pageable);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DashboardRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DashboardRepository.java
index aa03ee0047..f9e40f5a41 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DashboardRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DashboardRepository.java
@@ -2,18 +2,18 @@
 
 import org.devlive.metaforge.service.entity.DashboardEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
 
 public interface DashboardRepository
         extends BaseRepository<DashboardEntity, Long>
 {
     @Override
-    default Specification<DashboardEntity> visibleTo(UserEntity user)
+    default Visibility visibleTo(UserEntity user)
     {
-        return (root, query, builder) -> builder.equal(root.get("user"), user);
+        return Visibility.where("userId", user.getId());
     }
 
-    Page<DashboardEntity> findAllByUser(UserEntity user, Pageable pageable);
+    Page<DashboardEntity> findAllByUserId(Long userId, Pageable pageable);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetColumnRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetColumnRepository.java
index 8c47e255a5..256bc4e155 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetColumnRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetColumnRepository.java
@@ -1,15 +1,21 @@
 package org.devlive.metaforge.service.repository;
 
 import org.devlive.metaforge.service.entity.DataSetColumnEntity;
-import org.devlive.metaforge.service.entity.DataSetEntity;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
 import org.springframework.data.repository.PagingAndSortingRepository;
+import org.springframework.data.repository.query.Param;
 
 import java.util.List;
 
 public interface DataSetColumnRepository
         extends PagingAndSortingRepository<DataSetColumnEntity, Long>
 {
-    List<DataSetColumnEntity> findAllByDataset(DataSetEntity dataset);
+    List<DataSetColumnEntity> findAllByDatasetId(Long datasetId);
 
-    List<DataSetColumnEntity> findAllByDatasetOrderByPositionAsc(DataSetEntity dataset);
+    List<DataSetColumnEntity> findAllByDatasetIdOrderByPositionAsc(Long datasetId);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_dataset_column WHERE dataset_id = :datasetId")
+    void deleteAllByDatasetId(@Param("datasetId") Long datasetId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetRepository.java
index 5b78d7dbd7..499c8dff4e 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DataSetRepository.java
@@ -3,29 +3,22 @@
 import org.devlive.metaforge.service.entity.DataSetEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
 import org.devlive.metaforge.service.enums.SyncMode;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
-import org.springframework.data.jpa.repository.Query;
 
-import java.util.Optional;
-import java.util.Set;
+import java.util.List;
 
 public interface DataSetRepository
         extends BaseRepository<DataSetEntity, Long>
 {
     @Override
-    default Specification<DataSetEntity> visibleTo(UserEntity user)
+    default Visibility visibleTo(UserEntity user)
     {
-        return (root, query, builder) -> builder.equal(root.get("user"), user);
+        return Visibility.where("userId", user.getId());
     }
 
-    Page<DataSetEntity> findAllByUser(UserEntity user, Pageable pageable);
+    Page<DataSetEntity> findAllByUserId(Long userId, Pageable pageable);
 
-    Optional<DataSetEntity> findByCode(String code);
-
-    @Query("SELECT d " +
-            "FROM DataSetEntity d " +
-            "WHERE d.syncMode = ?1")
-    Set<DataSetEntity> findAllBySyncMode(SyncMode mode);
+    List<DataSetEntity> findAllBySyncMode(SyncMode mode);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DatasetHistoryRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DatasetHistoryRepository.java
index 557a30df7a..74c1adc970 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DatasetHistoryRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/DatasetHistoryRepository.java
@@ -1,11 +1,13 @@
 package org.devlive.metaforge.service.repository;
 
 import org.devlive.metaforge.executor.common.RunState;
-import org.devlive.metaforge.service.entity.DataSetEntity;
 import org.devlive.metaforge.service.entity.DatasetHistoryEntity;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
 import org.springframework.data.repository.PagingAndSortingRepository;
+import org.springframework.data.repository.query.Param;
 
 import java.util.Collection;
 import java.util.List;
@@ -13,11 +15,15 @@
 public interface DatasetHistoryRepository
         extends PagingAndSortingRepository<DatasetHistoryEntity, Long>
 {
-    Page<DatasetHistoryEntity> findAllByDatasetOrderByCreateTimeDesc(DataSetEntity dataSet, Pageable pageable);
+    Page<DatasetHistoryEntity> findAllByDatasetIdOrderByCreateTimeDesc(Long datasetId, Pageable pageable);
 
     /**
      * 启动恢复用：查出"未完结"的同步历史
      * Used by startup recovery to find sync history rows that did not reach a terminal state.
      */
     List<DatasetHistoryEntity> findAllByStateIn(Collection<RunState> states);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_dataset_history WHERE dataset_id = :datasetId")
+    void deleteAllByDatasetId(@Param("datasetId") Long datasetId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/MessageRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/MessageRepository.java
index c205f4e498..cd7ec3d0dc 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/MessageRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/MessageRepository.java
@@ -1,20 +1,21 @@
 package org.devlive.metaforge.service.repository;
 
-import org.devlive.metaforge.service.entity.ChatEntity;
 import org.devlive.metaforge.service.entity.MessageEntity;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.repository.Query;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
+import org.springframework.data.repository.query.Param;
 
 import java.util.List;
 
 public interface MessageRepository
         extends BaseRepository<MessageEntity, Long>
 {
-    List<MessageEntity> findAllByChatOrderByCreateTimeAsc(ChatEntity chat);
+    List<MessageEntity> findAllByChatIdOrderByCreateTimeAsc(Long chatId);
 
-    @Query(value = "SELECT m " +
-            "FROM MessageEntity AS m " +
-            "WHERE m.chat = ?1 AND m.id < ?2 " +
-            "ORDER BY m.createTime DESC")
-    List<MessageEntity> findTopByChatOrderByCreateTimeDesc(ChatEntity chat, long id, Pageable pageable);
+    List<MessageEntity> findAllByChatIdAndIdLessThanOrderByCreateTimeDesc(Long chatId, Long id, Pageable pageable);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_message WHERE chat_id = :chatId")
+    void deleteAllByChatId(@Param("chatId") Long chatId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/NotificationRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/NotificationRepository.java
index 917ed0c19f..2eb60cb1c9 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/NotificationRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/NotificationRepository.java
@@ -2,8 +2,8 @@
 
 import org.devlive.metaforge.service.entity.NotificationEntity;
 import org.devlive.metaforge.service.enums.EntityType;
-import org.springframework.data.jpa.repository.Modifying;
-import org.springframework.data.jpa.repository.Query;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
 import org.springframework.data.repository.query.Param;
 import org.springframework.transaction.annotation.Transactional;
 
@@ -14,11 +14,17 @@ public interface NotificationRepository
 {
     @Modifying
     @Transactional
-    @Query("UPDATE NotificationEntity n SET n.entityExists = :exists WHERE n.entityCode = :entityCode AND n.entityType = :entityType")
+    @Query("UPDATE metaforge_notification SET entity_exists = :exists WHERE entity_code = :entityCode AND entity_type = :entityType")
     void updateEntityExistsByEntityCodeAndType(
             @Param("entityCode") String entityCode,
             @Param("entityType") EntityType entityType,
             @Param("exists") Boolean exists);
 
     Optional<NotificationEntity> findFirstByEntityCode(String entityCode);
+
+    long countByUserIdAndIsReadFalse(Long userId);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_notification WHERE user_id = :userId")
+    void deleteAllByUserId(@Param("userId") Long userId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/PluginAuditRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/PluginAuditRepository.java
index f972eb861f..5c8131c846 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/PluginAuditRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/PluginAuditRepository.java
@@ -1,41 +1,34 @@
 package org.devlive.metaforge.service.repository;
 
-import org.devlive.metaforge.service.activity.HeatmapActivity;
 import org.devlive.metaforge.service.entity.PluginAuditEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
-import org.springframework.data.jpa.repository.Query;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
 import org.springframework.data.repository.query.Param;
 
+import java.util.Date;
 import java.util.List;
-import java.util.Map;
 
 public interface PluginAuditRepository
         extends BaseRepository<PluginAuditEntity, Long>
 {
     @Override
-    default Specification<PluginAuditEntity> visibleTo(UserEntity user)
+    default Visibility visibleTo(UserEntity user)
     {
-        return (root, query, builder) -> builder.equal(root.get("user"), user);
+        return Visibility.where("userId", user.getId());
     }
 
-    Page<PluginAuditEntity> findAllByUser(UserEntity user, Pageable pageable);
+    Page<PluginAuditEntity> findAllByUserId(Long userId, Pageable pageable);
 
-    Long countByUser(UserEntity user);
+    Long countByUserId(Long userId);
 
-    @Query(value = "SELECT new org.devlive.metaforge.service.activity.HeatmapActivity(COUNT(1), CAST(p.createTime AS date)) " +
-            "FROM PluginAuditEntity AS p " +
-            "WHERE p.user = :user " +
-            "GROUP BY CAST(p.createTime AS date) " +
-            "ORDER BY CAST(p.createTime AS date) ASC")
-    List<HeatmapActivity> countByCreateTimeAndFindByUser(@Param(value = "user") UserEntity user);
+    /** Audit rows of a user created at or after the given instant (activity charts are aggregated in Java). */
+    List<PluginAuditEntity> findAllByUserIdAndCreateTimeGreaterThanEqual(Long userId, Date from);
 
-    @Query(value = "SELECT count(1) AS dataOfCount, s.name AS dataOfLabel\n" +
-            "FROM metaforge_source_query AS ap\n" +
-            "LEFT JOIN metaforge_source AS s ON ap.plugin_id = s.id\n" +
-            "WHERE date_sub(curdate(), interval 7 day) <= date(ap.create_time) AND s.user_id = ?1\n" +
-            "GROUP BY s.name", nativeQuery = true)
-    List<Map<String, Object>> selectRadarByUserId(Long id);
+    @Modifying
+    @Query("DELETE FROM metaforge_source_query WHERE source_id = :sourceId")
+    void deleteAllBySourceId(@Param("sourceId") Long sourceId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ReportRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ReportRepository.java
index 388845256e..33e893e47d 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ReportRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ReportRepository.java
@@ -2,18 +2,18 @@
 
 import org.devlive.metaforge.service.entity.ReportEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
 
 public interface ReportRepository
         extends BaseRepository<ReportEntity, Long>
 {
     @Override
-    default Specification<ReportEntity> visibleTo(UserEntity user)
+    default Visibility visibleTo(UserEntity user)
     {
-        return (root, query, builder) -> builder.equal(root.get("user"), user);
+        return Visibility.where("userId", user.getId());
     }
 
-    Page<ReportEntity> findAllByUser(UserEntity user, Pageable pageable);
+    Page<ReportEntity> findAllByUserId(Long userId, Pageable pageable);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/RoleRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/RoleRepository.java
index a0947a5b70..ad1a534013 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/RoleRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/RoleRepository.java
@@ -1,12 +1,11 @@
 package org.devlive.metaforge.service.repository;
 
 import org.devlive.metaforge.service.entity.RoleEntity;
-import org.springframework.data.jpa.repository.JpaRepository;
 
 import java.util.Optional;
 
 public interface RoleRepository
-        extends BaseRepository<RoleEntity, Long>, JpaRepository<RoleEntity, Long>
+        extends BaseRepository<RoleEntity, Long>
 {
     boolean existsByCode(String code);
 
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ScheduledHistoryRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ScheduledHistoryRepository.java
index 2b67abe466..b3499d78ef 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ScheduledHistoryRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/ScheduledHistoryRepository.java
@@ -1,16 +1,25 @@
 package org.devlive.metaforge.service.repository;
 
-import org.devlive.metaforge.service.entity.ScheduledEntity;
 import org.devlive.metaforge.service.entity.ScheduledHistoryEntity;
-import org.devlive.metaforge.service.entity.SourceEntity;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
 import org.springframework.data.repository.PagingAndSortingRepository;
+import org.springframework.data.repository.query.Param;
 
 public interface ScheduledHistoryRepository
         extends PagingAndSortingRepository<ScheduledHistoryEntity, Long>
 {
-    Page<ScheduledHistoryEntity> findAllByScheduledOrderByIdDesc(ScheduledEntity scheduled, Pageable pageable);
+    Page<ScheduledHistoryEntity> findAllByScheduledIdOrderByIdDesc(Long scheduledId, Pageable pageable);
 
-    Page<ScheduledHistoryEntity> findAllBySource(SourceEntity source, Pageable pageable);
+    Page<ScheduledHistoryEntity> findAllBySourceId(Long sourceId, Pageable pageable);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_scheduled_history WHERE source_id = :sourceId")
+    void deleteAllBySourceId(@Param("sourceId") Long sourceId);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_scheduled_history WHERE scheduled_id = :scheduledId")
+    void deleteAllByScheduledId(@Param("scheduledId") Long scheduledId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SnippetRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SnippetRepository.java
index 6cb35c439b..7e0f57744d 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SnippetRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SnippetRepository.java
@@ -2,18 +2,18 @@
 
 import org.devlive.metaforge.service.entity.SnippetEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
 
 public interface SnippetRepository
         extends BaseRepository<SnippetEntity, Long>
 {
     @Override
-    default Specification<SnippetEntity> visibleTo(UserEntity user)
+    default Visibility visibleTo(UserEntity user)
     {
-        return (root, query, builder) -> builder.equal(root.get("user"), user);
+        return Visibility.where("userId", user.getId());
     }
 
-    Page<SnippetEntity> findAllByUser(UserEntity user, Pageable pageable);
+    Page<SnippetEntity> findAllByUserId(Long userId, Pageable pageable);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SourceRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SourceRepository.java
index 46ce74a3e0..16aca44b9c 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SourceRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/SourceRepository.java
@@ -2,9 +2,9 @@
 
 import org.devlive.metaforge.service.entity.SourceEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
-import org.springframework.data.domain.Page;
-import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.domain.Specification;
+import org.devlive.metaforge.service.persistence.Visibility;
+import org.springframework.data.jdbc.repository.query.Query;
+import org.springframework.data.repository.query.Param;
 
 import java.util.List;
 import java.util.Optional;
@@ -13,18 +13,18 @@ public interface SourceRepository
         extends BaseRepository<SourceEntity, Long>
 {
     @Override
-    default Specification<SourceEntity> visibleTo(UserEntity user)
+    default Visibility visibleTo(UserEntity user)
     {
-        return (root, query, builder) -> builder.or(builder.equal(root.get("user"), user), builder.isTrue(root.get("publish")));
+        return Visibility.where("userId", user.getId()).or("publish", true);
     }
 
+    @Override
     List<SourceEntity> findAll();
 
-    SourceEntity findByName(String name);
-
-    Optional<SourceEntity> findByCode(String code);
+    Optional<SourceEntity> findFirstByName(String name);
 
-    Page<SourceEntity> findAllByUserOrPublishIsTrue(UserEntity user, Pageable pageable);
+    List<SourceEntity> findAllByUserId(Long userId);
 
-    Long countByUserOrPublishIsTrue(UserEntity user);
+    @Query("SELECT COUNT(*) FROM metaforge_source WHERE user_id = :userId OR is_public = :published")
+    Long countVisible(@Param("userId") Long userId, @Param("published") boolean published);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/UserLogRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/UserLogRepository.java
index fbb9c57d86..2fc15280d0 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/UserLogRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/UserLogRepository.java
@@ -1,14 +1,19 @@
 package org.devlive.metaforge.service.repository;
 
-import org.devlive.metaforge.service.entity.UserEntity;
 import org.devlive.metaforge.service.entity.UserLogEntity;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.repository.JpaSpecificationExecutor;
+import org.springframework.data.jdbc.repository.query.Modifying;
+import org.springframework.data.jdbc.repository.query.Query;
 import org.springframework.data.repository.PagingAndSortingRepository;
+import org.springframework.data.repository.query.Param;
 
 public interface UserLogRepository
-        extends PagingAndSortingRepository<UserLogEntity, Long>, JpaSpecificationExecutor<UserLogEntity>
+        extends PagingAndSortingRepository<UserLogEntity, Long>
 {
-    Page<UserLogEntity> findAllByUserOrderByCreateTimeDesc(UserEntity user, Pageable pageable);
+    Page<UserLogEntity> findAllByUserIdOrderByCreateTimeDesc(Long userId, Pageable pageable);
+
+    @Modifying
+    @Query("DELETE FROM metaforge_user_log WHERE user_id = :userId")
+    void deleteAllByUserId(@Param("userId") Long userId);
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/LinkRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/LinkRepository.java
new file mode 100644
index 0000000000..eebd2be275
--- /dev/null
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/LinkRepository.java
@@ -0,0 +1,87 @@
+package org.devlive.metaforge.service.repository.jdbc;
+
+import org.springframework.jdbc.core.namedparam.MapSqlParameterSource;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcOperations;
+import org.springframework.stereotype.Repository;
+
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.LinkedHashSet;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * The many-to-many link tables (user-role, dashboard-report), read and replaced with explicit SQL.
+ * Callers run replacements inside their own transaction.
+ */
+@Repository
+public class LinkRepository
+{
+    private final NamedParameterJdbcOperations jdbc;
+
+    public LinkRepository(NamedParameterJdbcOperations jdbc)
+    {
+        this.jdbc = jdbc;
+    }
+
+    public List<Long> roleIdsOfUser(Long userId)
+    {
+        return jdbc.queryForList("SELECT role_id FROM metaforge_user_role WHERE user_id = :id", Map.of("id", userId), Long.class);
+    }
+
+    public void replaceUserRoles(Long userId, Collection<Long> roleIds)
+    {
+        replace("metaforge_user_role", "user_id", "role_id", userId, roleIds);
+    }
+
+    public void deleteUser(Long userId)
+    {
+        jdbc.update("DELETE FROM metaforge_user_role WHERE user_id = :id", Map.of("id", userId));
+    }
+
+    public void deleteRole(Long roleId)
+    {
+        jdbc.update("DELETE FROM metaforge_user_role WHERE role_id = :id", Map.of("id", roleId));
+        jdbc.update("DELETE FROM metaforge_role_menu WHERE role_id = :id", Map.of("id", roleId));
+    }
+
+    public void deleteMenu(Long menuId)
+    {
+        jdbc.update("DELETE FROM metaforge_role_menu WHERE menu_id = :id", Map.of("id", menuId));
+    }
+
+    public List<Long> reportIdsOfDashboard(Long dashboardId)
+    {
+        return jdbc.queryForList("SELECT report_id FROM metaforge_dashboard_report WHERE dashboard_id = :id", Map.of("id", dashboardId), Long.class);
+    }
+
+    public void replaceDashboardReports(Long dashboardId, Collection<Long> reportIds)
+    {
+        replace("metaforge_dashboard_report", "dashboard_id", "report_id", dashboardId, reportIds);
+    }
+
+    public void deleteDashboard(Long dashboardId)
+    {
+        jdbc.update("DELETE FROM metaforge_dashboard_report WHERE dashboard_id = :id", Map.of("id", dashboardId));
+    }
+
+    public void deleteReport(Long reportId)
+    {
+        jdbc.update("DELETE FROM metaforge_dashboard_report WHERE report_id = :id", Map.of("id", reportId));
+    }
+
+    private void replace(String table, String ownerColumn, String targetColumn, Long ownerId, Collection<Long> targetIds)
+    {
+        jdbc.update("DELETE FROM " + table + " WHERE " + ownerColumn + " = :id", Map.of("id", ownerId));
+        List<MapSqlParameterSource> rows = new ArrayList<>();
+        for (Long targetId : new LinkedHashSet<>(targetIds)) {
+            if (targetId != null) {
+                rows.add(new MapSqlParameterSource("owner", ownerId).addValue("target", targetId));
+            }
+        }
+        if (!rows.isEmpty()) {
+            jdbc.batchUpdate("INSERT INTO " + table + " (" + ownerColumn + ", " + targetColumn + ") VALUES (:owner, :target)",
+                    rows.toArray(new MapSqlParameterSource[0]));
+        }
+    }
+}
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/MenuAccessRepository.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/MenuAccessRepository.java
index 314f118c29..f37694f697 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/MenuAccessRepository.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/repository/jdbc/MenuAccessRepository.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.service.repository.jdbc;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.service.common.NavigationPaths;
 import org.devlive.metaforge.service.record.TreeRecord;
 import org.springframework.jdbc.core.namedparam.MapSqlParameterSource;
@@ -21,6 +22,7 @@
 
 /** Explicit menu projections and atomic relationship updates, independent of ORM sessions. */
 @Repository
+@SuppressFBWarnings(value = "NP_NULL_ON_SOME_PATH_FROM_RETURN_VALUE", justification = "COUNT(*) never returns null")
 public class MenuAccessRepository
 {
     public enum SaveResult
@@ -42,8 +44,8 @@ public Optional<List<TreeRecord>> findRoleMenus(Long roleId)
         if (roleId == null || roleId <= 0 || jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_role WHERE id = :id", Map.of("id", roleId), Long.class) == 0) {
             return Optional.empty();
         }
-        Set<Long> assigned = ids(jdbc.queryForList("SELECT menu_id FROM metaforge_role_menu_relation WHERE role_id = :roleId",
-                Map.of("roleId", roleId.toString()), String.class));
+        Set<Long> assigned = new HashSet<>(jdbc.queryForList("SELECT menu_id FROM metaforge_role_menu WHERE role_id = :roleId",
+                Map.of("roleId", roleId), Long.class));
         return Optional.of(tree(menus(assigned, true)));
     }
 
@@ -56,12 +58,11 @@ public Optional<List<TreeRecord>> findUserMenus(String userCode)
         if (users.size() != 1) {
             return Optional.empty();
         }
-        Set<Long> assigned = ids(jdbc.queryForList(
-                "SELECT DISTINCT rm.menu_id FROM metaforge_role_menu_relation rm "
-                        + "JOIN metaforge_role r ON rm.role_id = CONCAT('', r.id) "
-                        + "JOIN metaforge_user_role_relation ur ON ur.role_id = r.id WHERE ur.user_id = :userId",
-                Map.of("userId", users.get(0)), String.class));
-        boolean administrator = jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_user_role_relation ur JOIN metaforge_role r ON r.id = ur.role_id WHERE ur.user_id = :userId AND r.code = 'ADMIN'",
+        Set<Long> assigned = new HashSet<>(jdbc.queryForList(
+                "SELECT DISTINCT rm.menu_id FROM metaforge_role_menu rm "
+                        + "JOIN metaforge_user_role ur ON ur.role_id = rm.role_id WHERE ur.user_id = :userId",
+                Map.of("userId", users.get(0)), Long.class));
+        boolean administrator = jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_user_role ur JOIN metaforge_role r ON r.id = ur.role_id WHERE ur.user_id = :userId AND r.code = 'ADMIN'",
                 Map.of("userId", users.get(0)), Long.class) > 0;
         List<TreeRecord> all = menus(assigned, false).stream()
                 .filter(menu -> administrator || !NavigationPaths.administrative(menu.getUrl())).collect(Collectors.toList());
@@ -96,23 +97,24 @@ public SaveResult replaceRoleMenus(Long roleId, Set<Long> menuIds)
             return SaveResult.INVALID_MENUS;
         }
         return transaction.execute(status -> {
-            MapSqlParameterSource parameters = new MapSqlParameterSource("id", roleId).addValue("roleId", roleId.toString());
-            if (jdbc.queryForList("SELECT id FROM metaforge_role WHERE id = :id FOR UPDATE", parameters, Long.class).isEmpty()) {
+            MapSqlParameterSource parameters = new MapSqlParameterSource("roleId", roleId);
+            // A no-op update takes the role row lock on every database (SQL Server has no SELECT ... FOR UPDATE).
+            if (jdbc.update("UPDATE metaforge_role SET update_time = update_time WHERE id = :roleId", parameters) == 0) {
                 return SaveResult.ROLE_NOT_FOUND;
             }
             if (!menuIds.isEmpty()) {
                 parameters.addValue("menuIds", menuIds);
-                List<Long> existing = jdbc.queryForList("SELECT id FROM metaforge_menu WHERE type = 'VIEW' AND id IN (:menuIds) ORDER BY id FOR UPDATE", parameters, Long.class);
+                List<Long> existing = jdbc.queryForList("SELECT id FROM metaforge_menu WHERE type = 'VIEW' AND id IN (:menuIds)", parameters, Long.class);
                 if (existing.size() != menuIds.size()) {
                     return SaveResult.INVALID_MENUS;
                 }
             }
-            jdbc.update("DELETE FROM metaforge_role_menu_relation WHERE role_id = :roleId", parameters);
+            jdbc.update("DELETE FROM metaforge_role_menu WHERE role_id = :roleId", parameters);
             if (!menuIds.isEmpty()) {
                 MapSqlParameterSource[] batch = menuIds.stream()
-                        .map(id -> new MapSqlParameterSource("roleId", roleId.toString()).addValue("menuId", id.toString()))
+                        .map(id -> new MapSqlParameterSource("roleId", roleId).addValue("menuId", id))
                         .toArray(MapSqlParameterSource[]::new);
-                jdbc.batchUpdate("INSERT INTO metaforge_role_menu_relation (role_id, menu_id) VALUES (:roleId, :menuId)", batch);
+                jdbc.batchUpdate("INSERT INTO metaforge_role_menu (role_id, menu_id) VALUES (:roleId, :menuId)", batch);
             }
             return SaveResult.SAVED;
         });
@@ -130,23 +132,6 @@ private List<TreeRecord> menus(Set<Long> assigned, boolean viewsOnly)
                 .build()));
     }
 
-    private Set<Long> ids(List<String> values)
-    {
-        Set<Long> ids = new HashSet<>();
-        for (String value : values) {
-            if (value == null) {
-                continue;
-            }
-            try {
-                ids.add(Long.parseLong(value.trim()));
-            }
-            catch (NumberFormatException ignored) {
-                // Legacy text relationship columns may contain dangling non-numeric values.
-            }
-        }
-        return ids;
-    }
-
     private List<TreeRecord> tree(List<TreeRecord> menus)
     {
         Map<Long, TreeRecord> byId = new LinkedHashMap<>();
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/security/UserDetailsServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/security/UserDetailsServiceImpl.java
index 2978ad64ed..01ab72a58b 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/security/UserDetailsServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/security/UserDetailsServiceImpl.java
@@ -1,22 +1,33 @@
 package org.devlive.metaforge.service.security;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
+import org.devlive.metaforge.service.entity.RoleEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.repository.RoleRepository;
 import org.devlive.metaforge.service.repository.UserRepository;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
 import org.springframework.security.core.userdetails.UserDetails;
 import org.springframework.security.core.userdetails.UsernameNotFoundException;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 
-import javax.transaction.Transactional;
+import java.util.HashSet;
+import java.util.Set;
 
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class UserDetailsServiceImpl
         implements org.springframework.security.core.userdetails.UserDetailsService
 {
     private final UserRepository userRepository;
+    private final RoleRepository roleRepository;
+    private final LinkRepository linkRepository;
 
-    public UserDetailsServiceImpl(UserRepository userRepository)
+    public UserDetailsServiceImpl(UserRepository userRepository, RoleRepository roleRepository, LinkRepository linkRepository)
     {
         this.userRepository = userRepository;
+        this.roleRepository = roleRepository;
+        this.linkRepository = linkRepository;
     }
 
     @Override
@@ -26,6 +37,9 @@ public UserDetails loadUserByUsername(String username)
     {
         UserEntity user = userRepository.findByUsername(username)
                 .orElseThrow(() -> new UsernameNotFoundException("User Not Found with username: " + username));
+        Set<RoleEntity> roles = new HashSet<>();
+        roleRepository.findAllById(linkRepository.roleIdsOfUser(user.getId())).forEach(roles::add);
+        user.setRoles(roles);
         return UserDetailsService.build(user);
     }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/BaseService.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/BaseService.java
index a463abbc9f..e2854fb736 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/BaseService.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/BaseService.java
@@ -11,6 +11,7 @@
 import org.devlive.metaforge.service.entity.BaseEntity;
 import org.devlive.metaforge.service.entity.PageEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 
@@ -19,7 +20,7 @@ public interface BaseService<T extends BaseEntity>
     default CommonResponse<PageEntity<T>> getAll(BaseRepository<T, Long> repository, FilterBody filter)
     {
         try {
-            return CommonResponse.success(PageEntity.build(repository.findFiltered(filter, UserDetailsService.getUser())));
+            return CommonResponse.success(PageEntity.build(Persistence.filtered(repository, filter, UserDetailsService.getUser())));
         }
         catch (Exception e) {
             return CommonResponse.failure("Failed to fetch data: " + e.getMessage());
@@ -29,6 +30,7 @@ default CommonResponse<PageEntity<T>> getAll(BaseRepository<T, Long> repository,
     default CommonResponse<T> getById(BaseRepository<T, Long> repository, Long id)
     {
         return repository.findById(id)
+                .map(Persistence.references()::load)
                 .map(CommonResponse::success)
                 .orElse(CommonResponse.failure(String.format("Resource [ %s ] not found", id)));
     }
@@ -67,30 +69,36 @@ default CommonResponse<String> deleteByCode(BaseRepository<T, Long> repository,
     default CommonResponse<T> getByCode(BaseRepository<T, Long> repository, String code)
     {
         return repository.findByCode(code)
+                .map(Persistence.references()::load)
                 .map(this::validatorUser)
                 .orElseGet(() -> CommonResponse.failure(String.format("Resource [ %s ] not found", code)));
     }
 
     default <R> CommonResponse<R> validatorUser(R value)
     {
-        if (ReflectionUtils.hasField(value, "user")) {
-            UserEntity originalUser = (UserEntity) ReflectionUtils.getFieldValue(value, "user");
-            UserEntity loginUser = UserDetailsService.getUser();
-            if (originalUser != null && !originalUser.getId().equals(loginUser.getId())) {
-                return CommonResponse.failure(ServiceState.USER_UNAUTHORIZED);
-            }
+        if (!ownedBySelf(value)) {
+            return CommonResponse.failure(ServiceState.USER_UNAUTHORIZED);
         }
         return CommonResponse.success(value);
     }
 
     default void isSelf(Object value)
     {
-        if (ReflectionUtils.hasField(value, "user")) {
-            UserEntity originalUser = (UserEntity) ReflectionUtils.getFieldValue(value, "user");
-            UserEntity loginUser = UserDetailsService.getUser();
-            if (originalUser != null && !originalUser.getId().equals(loginUser.getId())) {
-                throw new SelfException(String.format("Resource [ %s ] not found", value.getClass().getName()));
-            }
+        if (!ownedBySelf(value)) {
+            throw new SelfException(String.format("Resource [ %s ] not found", value.getClass().getName()));
         }
     }
+
+    /**
+     * Rows with an owner column belong to the signed-in user; rows without one are shared.
+     */
+    static boolean ownedBySelf(Object value)
+    {
+        if (!ReflectionUtils.hasField(value, "userId")) {
+            return true;
+        }
+        Object owner = ReflectionUtils.getFieldValue(value, "userId");
+        UserEntity loginUser = UserDetailsService.getUser();
+        return owner == null || owner.equals(loginUser.getId());
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ChatServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ChatServiceImpl.java
index a31845f2ff..8f6356f547 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ChatServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ChatServiceImpl.java
@@ -27,7 +27,7 @@ public ChatServiceImpl(ChatRepository repository)
     public CommonResponse<PageEntity<ChatEntity>> getAllByUser(FilterBody filter)
     {
         Pageable pageable = PageRequestAdapter.of(filter);
-        return CommonResponse.success(PageEntity.build(repository.findAllByUser(UserDetailsService.getUser(), pageable)));
+        return CommonResponse.success(PageEntity.build(repository.findAllByUserId(UserDetailsService.getUser().getId(), pageable)));
     }
 
     @Override
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DashboardServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DashboardServiceImpl.java
index 1d85a10c27..b1c44e1d1a 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DashboardServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DashboardServiceImpl.java
@@ -1,39 +1,93 @@
 package org.devlive.metaforge.service.service.impl;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.service.entity.DashboardEntity;
+import org.devlive.metaforge.service.entity.ReportEntity;
 import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.repository.DashboardRepository;
 import org.devlive.metaforge.service.repository.ReportRepository;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 import org.devlive.metaforge.service.service.DashboardService;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+import java.util.ArrayList;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Set;
 
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class DashboardServiceImpl
         implements DashboardService
 {
     private final DashboardRepository repository;
     private final ReportRepository reportRepository;
+    private final LinkRepository linkRepository;
 
-    public DashboardServiceImpl(DashboardRepository repository, ReportRepository reportRepository)
+    public DashboardServiceImpl(DashboardRepository repository, ReportRepository reportRepository, LinkRepository linkRepository)
     {
         this.repository = repository;
         this.reportRepository = reportRepository;
+        this.linkRepository = linkRepository;
     }
 
     @Override
+    @Transactional
     public CommonResponse<DashboardEntity> saveOrUpdate(BaseRepository<DashboardEntity, Long> baseRepository, DashboardEntity configure)
     {
         configure.setUser(UserDetailsService.getUser());
-        configure.getReports()
-                .forEach(entity -> reportRepository.findByCode(entity.getCode())
-                        .ifPresentOrElse(
-                                report -> entity.setId(report.getId()),
-                                () -> {
-                                    throw new RuntimeException("Report [ " + entity.getCode() + " ] not found");
-                                }
-                        ));
-        return CommonResponse.success(repository.save(configure));
+        List<Long> reportIds = new ArrayList<>();
+        if (configure.getReports() != null) {
+            configure.getReports()
+                    .forEach(entity -> reportRepository.findByCode(entity.getCode())
+                            .ifPresentOrElse(
+                                    report -> {
+                                        entity.setId(report.getId());
+                                        reportIds.add(report.getId());
+                                    },
+                                    () -> {
+                                        throw new RuntimeException("Report [ " + entity.getCode() + " ] not found");
+                                    }
+                            ));
+        }
+        DashboardEntity saved = repository.save(configure);
+        linkRepository.replaceDashboardReports(saved.getId(), reportIds);
+        return CommonResponse.success(saved);
+    }
+
+    @Override
+    public CommonResponse<DashboardEntity> getById(BaseRepository<DashboardEntity, Long> baseRepository, Long id)
+    {
+        CommonResponse<DashboardEntity> response = DashboardService.super.getById(baseRepository, id);
+        return withReports(response);
+    }
+
+    @Override
+    public CommonResponse<DashboardEntity> getByCode(BaseRepository<DashboardEntity, Long> baseRepository, String code)
+    {
+        CommonResponse<DashboardEntity> response = DashboardService.super.getByCode(baseRepository, code);
+        return withReports(response);
+    }
+
+    @Override
+    @Transactional
+    public CommonResponse<String> deleteByCode(BaseRepository<DashboardEntity, Long> baseRepository, String code)
+    {
+        repository.findByCode(code).ifPresent(dashboard -> linkRepository.deleteDashboard(dashboard.getId()));
+        return DashboardService.super.deleteByCode(baseRepository, code);
+    }
+
+    private CommonResponse<DashboardEntity> withReports(CommonResponse<DashboardEntity> response)
+    {
+        DashboardEntity dashboard = response.getData();
+        if (response.getStatus() && dashboard != null) {
+            Set<ReportEntity> reports = new HashSet<>();
+            reportRepository.findAllById(linkRepository.reportIdsOfDashboard(dashboard.getId())).forEach(reports::add);
+            dashboard.setReports(reports);
+        }
+        return response;
     }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java
index 4aadb2cdba..8cb66959db 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/DataSetServiceImpl.java
@@ -53,6 +53,7 @@
 import org.devlive.metaforge.service.initializer.InitializerConfigure;
 import org.devlive.metaforge.service.initializer.job.DatasetJob;
 import org.devlive.metaforge.service.model.CreatedModel;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.repository.DataSetColumnRepository;
 import org.devlive.metaforge.service.repository.DataSetRepository;
@@ -79,8 +80,7 @@
 import org.springframework.security.core.authority.SimpleGrantedAuthority;
 import org.springframework.security.core.context.SecurityContextHolder;
 import org.springframework.stereotype.Service;
-
-import javax.transaction.Transactional;
+import org.springframework.transaction.annotation.Transactional;
 
 import java.io.File;
 import java.util.Date;
@@ -153,7 +153,7 @@ public CommonResponse<DataSetEntity> saveOrUpdate(BaseRepository<DataSetEntity,
         if (configure.getId() != null) {
             DataSetEntity original = repository.findById(configure.getId()).orElseThrow(() -> new IllegalArgumentException("Dataset not found"));
             isSelf(original);
-            Set<Long> ownedColumns = columnRepository.findAllByDataset(original).stream().map(DataSetColumnEntity::getId).collect(Collectors.toSet());
+            Set<Long> ownedColumns = columnRepository.findAllByDatasetId(original.getId()).stream().map(DataSetColumnEntity::getId).collect(Collectors.toSet());
             if (configure.getColumns().stream().anyMatch(column -> column.getId() != null && !ownedColumns.contains(column.getId()))) {
                 return CommonResponse.failure("A column does not belong to this dataset");
             }
@@ -180,7 +180,7 @@ public CommonResponse<Response> preview(String code)
                 return CommonResponse.<Response>failure("Dataset storage is not ready");
             }
             String database = initializerConfigure.getDataSetConfigure().getDatabase();
-            String sql = DatasetVirtualColumns.previewSql(database, dataset.getTableName(), columnRepository.findAllByDatasetOrderByPositionAsc(dataset));
+            String sql = DatasetVirtualColumns.previewSql(database, dataset.getTableName(), columnRepository.findAllByDatasetIdOrderByPositionAsc(dataset.getId()));
             String type = initializerConfigure.getDataSetConfigure().getType();
             return pluginManager.getPlugin(type).map(plugin -> {
                 PluginService pluginService = plugin.getService(PluginService.class);
@@ -209,7 +209,7 @@ public CommonResponse<List<DataSetColumnEntity>> getColumnsByCode(String code)
         return repository.findByCode(code)
                 .map(item -> {
                     isSelf(item);
-                    return CommonResponse.success(columnRepository.findAllByDatasetOrderByPositionAsc(item));
+                    return CommonResponse.success(columnRepository.findAllByDatasetIdOrderByPositionAsc(item.getId()));
                 })
                 .orElseGet(() -> CommonResponse.failure(String.format("DataSet [ %s ] not found", code)));
     }
@@ -321,7 +321,7 @@ public CommonResponse<Response> adhoc(String code, Adhoc configure)
                                     }));
 
                     String virtualTable = DatasetVirtualColumns.table(database, item.getTableName(),
-                            columnRepository.findAllByDatasetOrderByPositionAsc(item),
+                            columnRepository.findAllByDatasetIdOrderByPositionAsc(item.getId()),
                             configure.getColumns().stream().map(column -> column.getId()).collect(Collectors.toSet()));
                     SqlBody body = SqlBody.builder()
                             .type(SqlType.SELECT)
@@ -371,6 +371,7 @@ public CommonResponse<Set<PluginMetadata>> getActuators()
     public CommonResponse<DataSetEntity> getInfo(String code)
     {
         return repository.findByCode(code)
+                .map(Persistence.references()::load)
                 .map(CommonResponse::success)
                 .orElseGet(() -> CommonResponse.failure(String.format("DataSet [ %s ] not found", code)));
     }
@@ -381,7 +382,7 @@ public CommonResponse<PageEntity<DatasetHistoryEntity>> getHistory(String code,
         return repository.findByCode(code)
                 .map(item -> {
                     Pageable pageable = PageRequestAdapter.of(filter);
-                    return CommonResponse.success(PageEntity.build(historyRepository.findAllByDatasetOrderByCreateTimeDesc(item, pageable)));
+                    return CommonResponse.success(PageEntity.build(Persistence.references().load(historyRepository.findAllByDatasetIdOrderByCreateTimeDesc(item.getId(), pageable))));
                 })
                 .orElse(CommonResponse.failure(String.format("DataSet [ %s ] not found", code)));
     }
@@ -438,7 +439,7 @@ public CommonResponse<Boolean> stopHistory(Long id)
                     if (StringUtils.isBlank(taskName)) {
                         return CommonResponse.<Boolean>failure("Sync history has no taskName (older record), cannot stop");
                     }
-                    DataSetEntity dataset = history.getDataset();
+                    DataSetEntity dataset = history.getDatasetId() == null ? null : repository.findById(history.getDatasetId()).orElse(null);
                     if (dataset == null || StringUtils.isBlank(dataset.getExecutor())) {
                         return CommonResponse.<Boolean>failure("Sync history has no associated dataset executor");
                     }
@@ -488,6 +489,8 @@ public CommonResponse<String> deleteByCode(BaseRepository<DataSetEntity, Long> r
                                     TableDefinition definition = TableDefinition.create(initializerConfigure.getDataSetConfigure().getDatabase(), value.getTableName());
                                     pluginService.dropTable(getConfigure(initializerConfigure.getDataSetConfigure().getDatabase(), plugin), definition);
                                 });
+                        columnRepository.deleteAllByDatasetId(value.getId());
+                        historyRepository.deleteAllByDatasetId(value.getId());
                         repository.delete(value);
                     });
                     return CommonResponse.success(code);
@@ -542,7 +545,10 @@ private RuntimeConfigure getConfigure(String database, Plugin plugin)
 
     private void startBuild(DataSetEntity entity, boolean rebuildColumn)
     {
-        sourceRepository.findByCode(entity.getSource().getCode())
+        Optional<SourceEntity> requested = entity.getSource() != null && entity.getSource().getCode() != null
+                ? sourceRepository.findByCode(entity.getSource().getCode())
+                : Optional.ofNullable(entity.getSourceId()).flatMap(sourceRepository::findById);
+        requested
                 .ifPresentOrElse(
                         source -> {
                             if (entity.getId() == null) {
@@ -574,7 +580,7 @@ private void createMetadata(DataSetEntity entity, boolean rebuildColumn)
                         .forEach(item -> item.setDataset(DataSetEntity.builder().id(entity.getId()).build()));
                 columnRepository.saveAll(entity.getColumns());
 
-                List<DataSetColumnEntity> originalColumns = columnRepository.findAllByDataset(entity);
+                List<DataSetColumnEntity> originalColumns = columnRepository.findAllByDatasetId(entity.getId());
                 List<DataSetColumnEntity> columnsNotInEntity = originalColumns.stream()
                         .filter(originalColumn -> entity.getColumns().stream()
                                 .noneMatch(addedColumn -> addedColumn.getId().equals(originalColumn.getId())))
@@ -619,7 +625,7 @@ private void createTable(DataSetEntity entity)
                                 String tableDefaultEngine = initializerConfigure.getDataSetConfigure().getTableDefaultEngine();
 
                                 List<Column> columns = Lists.newArrayList();
-                                List<DataSetColumnEntity> columnEntities = columnRepository.findAllByDataset(entity);
+                                List<DataSetColumnEntity> columnEntities = columnRepository.findAllByDatasetId(entity.getId());
                                 columnEntities.stream()
                                         .filter(item -> !item.isVirtualColumn())
                                         .forEach(item -> {
@@ -974,7 +980,7 @@ private void flushTableMetadata(DataSetEntity entity, PluginService pluginServic
                 @SuppressWarnings("unchecked")
                 List<Object> data = (List<Object>) columnData;
                 if (!data.isEmpty()) {
-                    entity.setTotalRows(data.get(0).toString());
+                    entity.setTotalRows(Long.parseLong(String.valueOf(data.get(0)).trim()));
                     entity.setTotalSize(data.get(1).toString());
                     repository.save(entity);
                 }
@@ -1001,7 +1007,7 @@ private Set<CreatedModel> createdModeProcess(Set<DataSetColumnEntity> targetColu
                 return models;
             }
 
-            List<DataSetColumnEntity> sourceColumns = columnRepository.findAllByDataset(entity)
+            List<DataSetColumnEntity> sourceColumns = columnRepository.findAllByDatasetId(entity.getId())
                     .stream()
                     .filter(item -> !item.isVirtualColumn())
                     .collect(Collectors.toList());
@@ -1029,7 +1035,7 @@ private Set<CreatedModel> createdModeProcess(Set<DataSetColumnEntity> targetColu
             if (entity.getLifeCycleColumn() != null) {
                 DataSetColumnEntity column = DataSetColumnEntity.builder()
                         .name(entity.getLifeCycleColumn())
-                        .length(Integer.parseInt(entity.getLifeCycle()))
+                        .length(entity.getLifeCycle().intValue())
                         .defaultValue(entity.getLifeCycleType())
                         .build();
                 models.add(new CreatedModel(column, CreatedMode.MODIFY_LIFECYCLE));
@@ -1109,6 +1115,9 @@ private DataSetEntity syncData(DataSetEntity entity, java.util.concurrent.Execut
     {
         DatasetHistoryEntity history = new DatasetHistoryEntity();
         try {
+            if (entity.getSource() == null || entity.getUser() == null) {
+                Persistence.references().load(entity);
+            }
             SourceEntity source = entity.getSource();
 
             pluginManager.getPlugin(source.getType())
@@ -1125,7 +1134,7 @@ private DataSetEntity syncData(DataSetEntity entity, java.util.concurrent.Execut
                                                 executor -> {
                                                     ExecutorService executorService = executor.getService(ExecutorService.class);
 
-                                                    Set<OriginColumn> originColumns = columnRepository.findAllByDataset(entity)
+                                                    Set<OriginColumn> originColumns = columnRepository.findAllByDatasetId(entity.getId())
                                                             .stream()
                                                             .filter(item -> !item.isVirtualColumn())
                                                             .map(item -> new OriginColumn(item.getName(), item.getOriginal()))
@@ -1186,7 +1195,7 @@ private DataSetEntity syncData(DataSetEntity entity, java.util.concurrent.Execut
 
                                                                 Properties originOutputProperties = new Properties();
                                                                 List<String> fields = Lists.newArrayList();
-                                                                columnRepository.findAllByDataset(entity)
+                                                                columnRepository.findAllByDatasetId(entity.getId())
                                                                         .forEach(item -> fields.add(item.getName()));
                                                                 originOutputProperties.put("fields", String.join("\n", fields));
                                                                 originOutputProperties.put("database", database);
@@ -1318,7 +1327,7 @@ private DataSetEntity syncData(DataSetEntity entity, java.util.concurrent.Execut
                                                                     }
                                                                     // 同步期间用已写入行数滚动刷新 dataset.totalRows，方便列表实时看到进度
                                                                     try {
-                                                                        progressEntity.setTotalRows(String.valueOf(processed));
+                                                                        progressEntity.setTotalRows(processed);
                                                                         repository.save(progressEntity);
                                                                     }
                                                                     catch (Exception ex) {
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java
index a0e82724ad..b3d389738a 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ExecuteServiceImpl.java
@@ -14,6 +14,7 @@
 import org.devlive.metaforge.service.body.ExecuteDslBody;
 import org.devlive.metaforge.service.entity.ExecuteEntity;
 import org.devlive.metaforge.service.entity.SourceEntity;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.SourceRepository;
 import org.devlive.metaforge.service.service.ExecuteService;
 import org.devlive.metaforge.spi.PluginService;
@@ -156,6 +157,9 @@ private CommonResponse<Object> executeWithPlugin(SourceEntity entity, Plugin plu
     private void configureEntity(SourceEntity entity)
     {
         if (entity.isUsedConfig()) {
+            if (entity.getUser() == null) {
+                Persistence.references().load(entity);
+            }
             entity.setUsername(entity.getUser().getUsername());
             String configHome = getConfigHome();
             entity.setHome(configHome);
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MenuServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MenuServiceImpl.java
index a42b1df005..9abe2abb49 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MenuServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MenuServiceImpl.java
@@ -1,22 +1,28 @@
 package org.devlive.metaforge.service.service.impl;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.service.common.NavigationPaths;
 import org.devlive.metaforge.service.entity.MenuEntity;
 import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.repository.admin.MenuRepository;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
 import org.devlive.metaforge.service.service.MenuService;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class MenuServiceImpl
         implements MenuService
 {
     private final MenuRepository menuRepository;
+    private final LinkRepository linkRepository;
 
-    public MenuServiceImpl(MenuRepository menuRepository)
+    public MenuServiceImpl(MenuRepository menuRepository, LinkRepository linkRepository)
     {
         this.menuRepository = menuRepository;
+        this.linkRepository = linkRepository;
     }
 
     @Override
@@ -25,4 +31,12 @@ public CommonResponse<MenuEntity> saveOrUpdate(BaseRepository<MenuEntity, Long>
         configure.setUrl(NavigationPaths.canonical(configure.getUrl()));
         return MenuService.super.saveOrUpdate(repository, configure);
     }
+
+    @Override
+    @Transactional
+    public CommonResponse<String> deleteByCode(BaseRepository<MenuEntity, Long> repository, String code)
+    {
+        repository.findByCode(code).ifPresent(value -> linkRepository.deleteMenu(value.getId()));
+        return MenuService.super.deleteByCode(repository, code);
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MessageServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MessageServiceImpl.java
index ff76e4e5e6..bd229a4d2b 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MessageServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/MessageServiceImpl.java
@@ -39,7 +39,7 @@
 
 @Service
 @Slf4j
-@SuppressFBWarnings(value = {"RCN_REDUNDANT_NULLCHECK_WOULD_HAVE_BEEN_A_NPE"},
+@SuppressFBWarnings(value = {"RCN_REDUNDANT_NULLCHECK_WOULD_HAVE_BEEN_A_NPE", "EI_EXPOSE_REP2"},
         justification = "I prefer to suppress these FindBugs warnings")
 public class MessageServiceImpl
         implements MessageService
@@ -105,7 +105,7 @@ public CommonResponse<MessageEntity> saveOrUpdate(BaseRepository repository, Mes
             List<org.devlive.sdk.openai.entity.MessageEntity> messages = new ArrayList<>();
             // Get the context in the conversation * 2
             if (getContent) {
-                this.repository.findTopByChatOrderByCreateTimeDesc(configure.getChat(), questionMessage.getId(), Pageable.ofSize(contentCount * 2))
+                this.repository.findAllByChatIdAndIdLessThanOrderByCreateTimeDesc(configure.getChat().getId(), questionMessage.getId(), Pageable.ofSize(contentCount * 2))
                         .stream()
                         .sorted(Comparator.comparing(MessageEntity::getId))
                         .forEach(message -> {
@@ -158,7 +158,7 @@ public CommonResponse<List<MessageEntity>> getMessageByChatAndUser(Long chatId)
         ChatEntity chat = ChatEntity.builder()
                 .id(chatId)
                 .build();
-        return CommonResponse.success(this.repository.findAllByChatOrderByCreateTimeAsc(chat));
+        return CommonResponse.success(this.repository.findAllByChatIdOrderByCreateTimeAsc(chat.getId()));
     }
 
     @Override
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/PluginAuditServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/PluginAuditServiceImpl.java
index a22591a884..c67fba1d53 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/PluginAuditServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/PluginAuditServiceImpl.java
@@ -16,18 +16,26 @@
 import org.devlive.metaforge.service.entity.UserEntity;
 import org.devlive.metaforge.service.initializer.InitializerConfigure;
 import org.devlive.metaforge.service.itransient.ContributionRadar;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.PluginAuditRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 import org.devlive.metaforge.service.service.PluginAuditService;
 import org.devlive.metaforge.spi.model.Response;
+import org.springframework.jdbc.core.RowCallbackHandler;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcOperations;
 import org.springframework.stereotype.Service;
 
 import java.io.File;
 import java.math.BigDecimal;
 import java.math.RoundingMode;
+import java.sql.Timestamp;
+import java.time.LocalDate;
 import java.util.ArrayList;
+import java.util.Collections;
+import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
+import java.util.TreeMap;
 import java.util.stream.Collectors;
 
 @Slf4j
@@ -39,9 +47,12 @@ public class PluginAuditServiceImpl
     private final PluginAuditRepository pluginAuditRepository;
     private final InitializerConfigure initializer;
     private final PluginManager pluginManager;
+    private final NamedParameterJdbcOperations jdbc;
 
-    public PluginAuditServiceImpl(PluginAuditRepository pluginAuditRepository, InitializerConfigure initializer, PluginManager pluginManager)
+    public PluginAuditServiceImpl(PluginAuditRepository pluginAuditRepository, InitializerConfigure initializer, PluginManager pluginManager,
+            NamedParameterJdbcOperations jdbc)
     {
+        this.jdbc = jdbc;
         this.pluginAuditRepository = pluginAuditRepository;
         this.initializer = initializer;
         this.pluginManager = pluginManager;
@@ -50,14 +61,21 @@ public PluginAuditServiceImpl(PluginAuditRepository pluginAuditRepository, Initi
     @Override
     public CommonResponse<Long> count()
     {
-        return CommonResponse.success(this.pluginAuditRepository.countByUser(UserDetailsService.getUser()));
+        return CommonResponse.success(this.pluginAuditRepository.countByUserId(UserDetailsService.getUser().getId()));
     }
 
     @Override
     public CommonResponse<List<HeatmapActivity>> getAllContribution()
     {
         UserEntity user = UserDetailsService.getUser();
-        return CommonResponse.success(this.pluginAuditRepository.countByCreateTimeAndFindByUser(user));
+        // Grouped per calendar day in Java: date truncation differs on every database.
+        Map<LocalDate, Long> days = new TreeMap<>();
+        jdbc.query("SELECT create_time FROM metaforge_source_query WHERE user_id = :userId AND create_time IS NOT NULL",
+                Collections.singletonMap("userId", user.getId()),
+                (RowCallbackHandler) row -> days.merge(row.getTimestamp(1).toLocalDateTime().toLocalDate(), 1L, Long::sum));
+        List<HeatmapActivity> activities = new ArrayList<>();
+        days.forEach((day, total) -> activities.add(new HeatmapActivity(total, java.sql.Date.valueOf(day))));
+        return CommonResponse.success(activities);
     }
 
     @Override
@@ -65,7 +83,18 @@ public CommonResponse<List<ContributionRadar>> getContributionRadar()
     {
         UserEntity user = UserDetailsService.getUser();
         List<ContributionRadar> contributionRadars = new ArrayList<>();
-        List<Map<String, Object>> list = this.pluginAuditRepository.selectRadarByUserId(user.getId());
+        Map<String, Object> parameters = new HashMap<>();
+        parameters.put("userId", user.getId());
+        parameters.put("from", Timestamp.valueOf(LocalDate.now().minusDays(7).atStartOfDay()));
+        List<Map<String, Object>> list = jdbc.query("SELECT s.name, COUNT(*) FROM metaforge_source_query q "
+                        + "JOIN metaforge_source s ON q.source_id = s.id "
+                        + "WHERE q.create_time >= :from AND s.user_id = :userId GROUP BY s.name",
+                parameters, (row, index) -> {
+                    Map<String, Object> value = new HashMap<>();
+                    value.put("dataOfLabel", row.getString(1));
+                    value.put("dataOfCount", row.getLong(2));
+                    return value;
+                });
         Long count = list.stream().mapToLong(v -> Long.valueOf(String.valueOf(v.get("dataOfCount")))).sum();
         list.forEach(v -> {
             ContributionRadar radar = new ContributionRadar();
@@ -92,6 +121,7 @@ public CommonResponse<PluginAuditEntity> getById(Long id)
     public CommonResponse<Response> getData(String code)
     {
         return this.pluginAuditRepository.findByCode(code)
+                .map(Persistence.references()::load)
                 .map(value -> {
                     Response response = new Response();
                     FsRequest fsRequest = FsRequest.builder()
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ReportServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ReportServiceImpl.java
index a7fd9411f3..a6bc5d3866 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ReportServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ReportServiceImpl.java
@@ -1,27 +1,34 @@
 package org.devlive.metaforge.service.service.impl;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.service.body.FilterBody;
 import org.devlive.metaforge.service.entity.PageEntity;
 import org.devlive.metaforge.service.entity.ReportEntity;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.repository.DataSetRepository;
 import org.devlive.metaforge.service.repository.ReportRepository;
 import org.devlive.metaforge.service.repository.SourceRepository;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 import org.devlive.metaforge.service.service.ReportService;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class ReportServiceImpl
         implements ReportService
 {
     private final ReportRepository repository;
     private final SourceRepository sourceRepository;
     private final DataSetRepository dataSetRepository;
+    private final LinkRepository linkRepository;
 
-    public ReportServiceImpl(ReportRepository repository, SourceRepository sourceRepository, DataSetRepository dataSetRepository)
+    public ReportServiceImpl(ReportRepository repository, SourceRepository sourceRepository, DataSetRepository dataSetRepository, LinkRepository linkRepository)
     {
+        this.linkRepository = linkRepository;
         this.repository = repository;
         this.sourceRepository = sourceRepository;
         this.dataSetRepository = dataSetRepository;
@@ -30,7 +37,7 @@ public ReportServiceImpl(ReportRepository repository, SourceRepository sourceRep
     @Override
     public CommonResponse<PageEntity<ReportEntity>> getAll(FilterBody filter)
     {
-        return CommonResponse.success(PageEntity.build(repository.findFiltered(filter, UserDetailsService.getUser())));
+        return CommonResponse.success(PageEntity.build(Persistence.filtered(repository, filter, UserDetailsService.getUser())));
     }
 
     @Override
@@ -55,4 +62,12 @@ public CommonResponse<ReportEntity> saveOrUpdate(BaseRepository<ReportEntity, Lo
                     .orElseGet(() -> CommonResponse.failure(String.format("Source [ %s ] not found", configure.getSource().getCode())));
         }
     }
+
+    @Override
+    @Transactional
+    public CommonResponse<String> deleteByCode(BaseRepository<ReportEntity, Long> repository, String code)
+    {
+        repository.findByCode(code).ifPresent(value -> linkRepository.deleteReport(value.getId()));
+        return ReportService.super.deleteByCode(repository, code);
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/RoleServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/RoleServiceImpl.java
index 8015f76148..d36e4c82e1 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/RoleServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/RoleServiceImpl.java
@@ -1,5 +1,6 @@
 package org.devlive.metaforge.service.service.impl;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import lombok.extern.slf4j.Slf4j;
 import org.apache.commons.lang3.StringUtils;
 import org.devlive.metaforge.common.enums.ServiceState;
@@ -8,12 +9,15 @@
 import org.devlive.metaforge.service.entity.RoleEntity;
 import org.devlive.metaforge.service.initializer.RoleCodeConstraint;
 import org.devlive.metaforge.service.record.TreeRecord;
+import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.repository.RoleRepository;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
 import org.devlive.metaforge.service.repository.jdbc.MenuAccessRepository;
 import org.devlive.metaforge.service.service.RoleService;
 import org.springframework.dao.DataAccessException;
 import org.springframework.dao.DataIntegrityViolationException;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 
 import java.sql.SQLException;
 import java.util.List;
@@ -23,6 +27,7 @@
 
 @Slf4j
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class RoleServiceImpl
         implements RoleService
 {
@@ -31,9 +36,11 @@ public class RoleServiceImpl
     private final RoleRepository repository;
     private final MenuAccessRepository menuRepository;
     private final RoleCodeConstraint codeConstraint;
+    private final LinkRepository linkRepository;
 
-    public RoleServiceImpl(RoleRepository repository, MenuAccessRepository menuRepository, RoleCodeConstraint codeConstraint)
+    public RoleServiceImpl(RoleRepository repository, MenuAccessRepository menuRepository, RoleCodeConstraint codeConstraint, LinkRepository linkRepository)
     {
+        this.linkRepository = linkRepository;
         this.repository = repository;
         this.menuRepository = menuRepository;
         this.codeConstraint = codeConstraint;
@@ -74,7 +81,7 @@ public CommonResponse<RoleEntity> createRole(RoleEntity configure)
             entity.setCode(code);
             entity.setName(configure.getName());
             entity.setDescription(configure.getDescription());
-            return CommonResponse.success(repository.saveAndFlush(entity));
+            return CommonResponse.success(repository.save(entity));
         }
         catch (DataIntegrityViolationException exception) {
             if (repository.existsByCode(code)) {
@@ -106,7 +113,7 @@ public CommonResponse<RoleEntity> updateRole(String originalCode, RoleEntity con
                     if (configure.getDescription() != null) {
                         entity.setDescription(configure.getDescription());
                     }
-                    return CommonResponse.success(repository.saveAndFlush(entity));
+                    return CommonResponse.success(repository.save(entity));
                 })
                 .orElseGet(() -> CommonResponse.failure(ServiceState.USER_ROLE_NOT_FOUND));
     }
@@ -142,4 +149,12 @@ public CommonResponse<Boolean> saveMenusByRoleId(Long roleId, Set<Long> menus)
             return CommonResponse.failure(ServiceState.USER_ROLE_MENU_SAVE_FAILED);
         }
     }
+
+    @Override
+    @Transactional
+    public CommonResponse<String> deleteByCode(BaseRepository<RoleEntity, Long> repository, String code)
+    {
+        repository.findByCode(code).ifPresent(value -> linkRepository.deleteRole(value.getId()));
+        return RoleService.super.deleteByCode(repository, code);
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ScheduledServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ScheduledServiceImpl.java
index 68c920b981..5bbbd5b72c 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ScheduledServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/ScheduledServiceImpl.java
@@ -1,17 +1,20 @@
 package org.devlive.metaforge.service.service.impl;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
 import org.devlive.metaforge.service.adapter.PageRequestAdapter;
 import org.devlive.metaforge.service.body.FilterBody;
 import org.devlive.metaforge.service.entity.PageEntity;
 import org.devlive.metaforge.service.entity.ScheduledEntity;
 import org.devlive.metaforge.service.entity.ScheduledHistoryEntity;
+import org.devlive.metaforge.service.repository.BaseRepository;
 import org.devlive.metaforge.service.repository.ScheduledHistoryRepository;
 import org.devlive.metaforge.service.repository.ScheduledRepository;
 import org.devlive.metaforge.service.service.ScheduledService;
 import org.springframework.data.domain.Pageable;
 import org.springframework.scheduling.support.CronExpression;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 
 import java.time.ZonedDateTime;
 import java.time.format.DateTimeFormatter;
@@ -19,6 +22,7 @@
 import java.util.List;
 
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class ScheduledServiceImpl
         implements ScheduledService
 {
@@ -40,7 +44,7 @@ public CommonResponse<PageEntity<ScheduledHistoryEntity>> getHistory(Long id, Fi
                 .id(id)
                 .build();
         Pageable pageable = PageRequestAdapter.of(filter);
-        return CommonResponse.success(PageEntity.build(historyRepository.findAllByScheduledOrderByIdDesc(entity, pageable)));
+        return CommonResponse.success(PageEntity.build(historyRepository.findAllByScheduledIdOrderByIdDesc(entity.getId(), pageable)));
     }
 
     @Override
@@ -69,4 +73,12 @@ public CommonResponse<List<String>> getUpcomingTimes(Long id)
                 })
                 .orElseGet(() -> CommonResponse.failure(String.format("Scheduled task [ %s ] not found", id)));
     }
+
+    @Override
+    @Transactional
+    public CommonResponse<String> deleteByCode(BaseRepository<ScheduledEntity, Long> repository, String code)
+    {
+        repository.findByCode(code).ifPresent(value -> historyRepository.deleteAllByScheduledId(value.getId()));
+        return ScheduledService.super.deleteByCode(repository, code);
+    }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/SourceServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/SourceServiceImpl.java
index c16cefdd89..d8448351c8 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/SourceServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/SourceServiceImpl.java
@@ -25,7 +25,9 @@
 import org.devlive.metaforge.service.entity.ScheduledHistoryEntity;
 import org.devlive.metaforge.service.entity.SourceEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.repository.BaseRepository;
+import org.devlive.metaforge.service.repository.PluginAuditRepository;
 import org.devlive.metaforge.service.repository.ScheduledHistoryRepository;
 import org.devlive.metaforge.service.repository.SourceRepository;
 import org.devlive.metaforge.service.repository.UserRepository;
@@ -56,6 +58,7 @@ public class SourceServiceImpl
     private final SourceRepository sourceRepository;
     private final UserRepository userRepository;
     private final ScheduledHistoryRepository scheduledHistoryRepository;
+    private final PluginAuditRepository pluginAuditRepository;
     private final PluginManager pluginManager;
     private final Environment environment;
 
@@ -63,6 +66,7 @@ public SourceServiceImpl(
             SourceRepository sourceRepository,
             UserRepository userRepository,
             ScheduledHistoryRepository scheduledHistoryRepository,
+            PluginAuditRepository pluginAuditRepository,
             PluginManager pluginManager,
             Environment environment
     )
@@ -70,6 +74,7 @@ public SourceServiceImpl(
         this.sourceRepository = sourceRepository;
         this.userRepository = userRepository;
         this.scheduledHistoryRepository = scheduledHistoryRepository;
+        this.pluginAuditRepository = pluginAuditRepository;
         this.pluginManager = pluginManager;
         this.environment = environment;
     }
@@ -78,7 +83,7 @@ public SourceServiceImpl(
     public CommonResponse<PageEntity<SourceEntity>> getAll(BaseRepository<SourceEntity, Long> repository, FilterBody filter)
     {
         UserEntity user = UserDetailsService.getUser();
-        Page<SourceEntity> page = this.sourceRepository.findFiltered(filter, user);
+        Page<SourceEntity> page = Persistence.filtered(this.sourceRepository, filter, user);
         // Populate pipeline configuration information
         page.getContent().forEach(item -> {
             pluginManager.getPlugin(item.getType())
@@ -100,7 +105,7 @@ public CommonResponse<Long> delete(Long id)
     {
         Optional<SourceEntity> entityOptional = this.sourceRepository.findById(id);
         if (entityOptional.isPresent()) {
-            SourceEntity source = entityOptional.get();
+            SourceEntity source = Persistence.references().load(entityOptional.get());
             if (source.isUsedConfig()) {
                 String configHome = environment.getProperty("metaforge.config.data");
                 if (StringUtils.isEmpty(configHome)) {
@@ -109,6 +114,9 @@ public CommonResponse<Long> delete(Long id)
                 String destination = String.join(File.separator, configHome, source.getUser().getUsername(), source.getType(), String.valueOf(source.getId()));
                 FileUtils.deleteDirectory(new File(destination));
             }
+            // owned rows that JPA used to cascade
+            this.pluginAuditRepository.deleteAllBySourceId(id);
+            this.scheduledHistoryRepository.deleteAllBySourceId(id);
             this.sourceRepository.deleteById(id);
         }
         return CommonResponse.success(id);
@@ -151,7 +159,7 @@ public CommonResponse<List<PluginEntity>> getPlugins()
     @Override
     public CommonResponse<Long> count()
     {
-        return CommonResponse.success(this.sourceRepository.countByUserOrPublishIsTrue(UserDetailsService.getUser()));
+        return CommonResponse.success(this.sourceRepository.countVisible(UserDetailsService.getUser().getId(), true));
     }
 
     @Override
@@ -299,7 +307,7 @@ public CommonResponse<PageEntity<ScheduledHistoryEntity>> getHistory(String code
         return sourceRepository.findByCode(code)
                 .map(entity -> {
                     Pageable pageable = PageRequestAdapter.of(filter);
-                    return CommonResponse.success(PageEntity.build(this.scheduledHistoryRepository.findAllBySource(entity, pageable)));
+                    return CommonResponse.success(PageEntity.build(this.scheduledHistoryRepository.findAllBySourceId(entity.getId(), pageable)));
                 })
                 .orElse(CommonResponse.failure(String.format("Source [ %s ] not found", code)));
     }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserLogServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserLogServiceImpl.java
index e3941c5a3d..c5cee4f723 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserLogServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserLogServiceImpl.java
@@ -1,21 +1,23 @@
 package org.devlive.metaforge.service.service.impl;
 
+import edu.umd.cs.findbugs.annotations.SuppressFBWarnings;
 import org.devlive.metaforge.common.response.CommonResponse;
-import org.devlive.metaforge.service.adapter.FilterSpecification;
-import org.devlive.metaforge.service.adapter.PageRequestAdapter;
 import org.devlive.metaforge.service.body.FilterBody;
+import org.devlive.metaforge.service.body.OrderBody;
 import org.devlive.metaforge.service.entity.PageEntity;
 import org.devlive.metaforge.service.entity.UserEntity;
 import org.devlive.metaforge.service.entity.UserLogEntity;
+import org.devlive.metaforge.service.persistence.Persistence;
+import org.devlive.metaforge.service.persistence.Visibility;
 import org.devlive.metaforge.service.repository.UserLogRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 import org.devlive.metaforge.service.service.UserLogService;
-import org.springframework.data.domain.PageRequest;
-import org.springframework.data.domain.Pageable;
-import org.springframework.data.domain.Sort;
 import org.springframework.stereotype.Service;
 
+import java.util.Collections;
+
 @Service
+@SuppressFBWarnings(value = "EI_EXPOSE_REP2", justification = "Collaborators are Spring-managed singletons")
 public class UserLogServiceImpl
         implements UserLogService
 {
@@ -29,12 +31,14 @@ public UserLogServiceImpl(UserLogRepository userLogRepository)
     @Override
     public CommonResponse<PageEntity<UserLogEntity>> getAllByFilter(FilterBody filter)
     {
-        Pageable pageable = PageRequestAdapter.of(filter);
-        if (pageable.getSort().isUnsorted()) {
-            pageable = PageRequest.of(pageable.getPageNumber(), pageable.getPageSize(), Sort.by(Sort.Direction.DESC, "createTime"));
+        if (filter.getOrders() == null || filter.getOrders().isEmpty()) {
+            OrderBody newest = new OrderBody();
+            newest.setColumn("createTime");
+            newest.setOrder("desc");
+            filter.setOrders(Collections.singletonList(newest));
         }
         UserEntity user = UserDetailsService.getUser();
-        return CommonResponse.success(PageEntity.build(this.userLogRepository.findAll(
-                FilterSpecification.<UserLogEntity>of(filter).and((root, query, builder) -> builder.equal(root.get("user"), user)), pageable)));
+        return CommonResponse.success(PageEntity.build(Persistence.filterQuery()
+                .page(UserLogEntity.class, filter, Visibility.where("userId", user.getId()))));
     }
 }
diff --git a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserServiceImpl.java b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserServiceImpl.java
index bbed31130c..7170ac8d43 100644
--- a/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserServiceImpl.java
+++ b/core/metaforge-service/src/main/java/org/devlive/metaforge/service/service/impl/UserServiceImpl.java
@@ -28,17 +28,23 @@
 import org.devlive.metaforge.service.entity.itransient.user.UserEditorEntity;
 import org.devlive.metaforge.service.initializer.InitializerConfigure;
 import org.devlive.metaforge.service.model.AiModel;
+import org.devlive.metaforge.service.persistence.Persistence;
 import org.devlive.metaforge.service.record.TreeRecord;
 import org.devlive.metaforge.service.repository.BaseRepository;
+import org.devlive.metaforge.service.repository.NotificationRepository;
+import org.devlive.metaforge.service.repository.PluginAuditRepository;
 import org.devlive.metaforge.service.repository.RoleRepository;
+import org.devlive.metaforge.service.repository.ScheduledHistoryRepository;
 import org.devlive.metaforge.service.repository.SourceRepository;
 import org.devlive.metaforge.service.repository.UserRepository;
+import org.devlive.metaforge.service.repository.jdbc.LinkRepository;
 import org.devlive.metaforge.service.repository.jdbc.MenuAccessRepository;
 import org.devlive.metaforge.service.security.UserDetailsService;
 import org.devlive.metaforge.service.service.JwtService;
 import org.devlive.metaforge.service.service.UserService;
 import org.springframework.core.env.Environment;
 import org.springframework.dao.DataAccessException;
+import org.springframework.data.domain.Page;
 import org.springframework.data.redis.core.RedisTemplate;
 import org.springframework.http.HttpEntity;
 import org.springframework.http.HttpHeaders;
@@ -52,14 +58,18 @@
 import org.springframework.security.core.context.SecurityContextHolder;
 import org.springframework.security.crypto.password.PasswordEncoder;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 import org.springframework.web.client.RestTemplate;
 import org.springframework.web.multipart.MultipartFile;
 
 import javax.servlet.http.HttpServletRequest;
 
 import java.io.IOException;
+import java.util.Collections;
+import java.util.HashMap;
 import java.util.HashSet;
 import java.util.List;
+import java.util.Map;
 import java.util.Optional;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -74,6 +84,10 @@ public class UserServiceImpl
     private final RoleRepository roleRepository;
     private final SourceRepository sourceRepository;
     private final MenuAccessRepository menuRepository;
+    private final LinkRepository linkRepository;
+    private final NotificationRepository notificationRepository;
+    private final PluginAuditRepository pluginAuditRepository;
+    private final ScheduledHistoryRepository scheduledHistoryRepository;
     private final PasswordEncoder encoder;
     private final AuthenticationManager authenticationManager;
     private final JwtService jwtService;
@@ -83,9 +97,13 @@ public class UserServiceImpl
     private final PluginManager pluginManager;
     private final HttpServletRequest request;
 
-    public UserServiceImpl(UserRepository userRepository, RoleRepository roleRepository, SourceRepository sourceRepository, MenuAccessRepository menuRepository, PasswordEncoder encoder, AuthenticationManager authenticationManager, JwtService jwtService, RedisTemplate redisTemplate, Environment environment, InitializerConfigure initializer, PluginManager pluginManager, HttpServletRequest request)
+    public UserServiceImpl(UserRepository userRepository, RoleRepository roleRepository, SourceRepository sourceRepository, MenuAccessRepository menuRepository, LinkRepository linkRepository, NotificationRepository notificationRepository, PluginAuditRepository pluginAuditRepository, ScheduledHistoryRepository scheduledHistoryRepository, PasswordEncoder encoder, AuthenticationManager authenticationManager, JwtService jwtService, RedisTemplate redisTemplate, Environment environment, InitializerConfigure initializer, PluginManager pluginManager, HttpServletRequest request)
     {
         this.userRepository = userRepository;
+        this.linkRepository = linkRepository;
+        this.notificationRepository = notificationRepository;
+        this.pluginAuditRepository = pluginAuditRepository;
+        this.scheduledHistoryRepository = scheduledHistoryRepository;
         this.roleRepository = roleRepository;
         this.sourceRepository = sourceRepository;
         this.menuRepository = menuRepository;
@@ -100,8 +118,11 @@ public UserServiceImpl(UserRepository userRepository, RoleRepository roleReposit
     }
 
     @Override
+    @Transactional
     public CommonResponse<UserEntity> saveOrUpdate(UserEntity configure)
     {
+        // null roles keep the current assignment; a set (even empty) replaces it
+        Set<Long> roleIds = configure.getRoles() == null ? null : resolveRoleIds(configure.getRoles());
         if (ObjectUtils.isEmpty(configure.getId())) {
             Optional<UserEntity> userOptional = this.userRepository.findByUsername(configure.getUsername());
             if (userOptional.isPresent()) {
@@ -110,16 +131,13 @@ public CommonResponse<UserEntity> saveOrUpdate(UserEntity configure)
             configure.setCode(CodeUtils.generateCode(false));
             configure.setUsername(configure.getUsername());
             configure.setPassword(encoder.encode(configure.getPassword()));
-            Set<RoleEntity> userRoles = configure.getRoles();
-            Set<RoleEntity> roles = new HashSet<>();
-            if (ObjectUtils.isEmpty(userRoles)) {
-                Optional<RoleEntity> userRoleOptional = roleRepository.findByName("User");
+            if (ObjectUtils.isEmpty(roleIds)) {
+                Optional<RoleEntity> userRoleOptional = roleRepository.findByCode("USER").or(() -> roleRepository.findByName("User"));
                 if (userRoleOptional.isEmpty()) {
                     return CommonResponse.failure(ServiceState.USER_ROLE_NOT_FOUND);
                 }
-                roles.add(userRoleOptional.get());
+                roleIds = Set.of(userRoleOptional.get().getId());
             }
-            configure.setRoles(roles);
         }
         else {
             userRepository.findById(configure.getId())
@@ -129,9 +147,46 @@ public CommonResponse<UserEntity> saveOrUpdate(UserEntity configure)
                             value.setCode(CodeUtils.generateCode(false));
                         }
                     });
-            configure.setRoles(configure.getRoles());
         }
-        return CommonResponse.success(userRepository.save(configure));
+        UserEntity saved = userRepository.save(configure);
+        if (roleIds != null) {
+            linkRepository.replaceUserRoles(saved.getId(), roleIds);
+        }
+        return CommonResponse.success(saved);
+    }
+
+    private Set<Long> resolveRoleIds(Set<RoleEntity> roles)
+    {
+        Set<Long> ids = new HashSet<>();
+        for (RoleEntity role : roles) {
+            if (role.getId() != null) {
+                ids.add(role.getId());
+            }
+            else if (role.getCode() != null) {
+                roleRepository.findByCode(role.getCode()).ifPresent(found -> ids.add(found.getId()));
+            }
+        }
+        return ids;
+    }
+
+    @Override
+    @Transactional
+    public CommonResponse<String> deleteByCode(BaseRepository<UserEntity, Long> repository, String code)
+    {
+        return userRepository.findByCode(code)
+                .map(user -> {
+                    // owned rows that JPA used to cascade
+                    for (SourceEntity source : sourceRepository.findAllByUserId(user.getId())) {
+                        pluginAuditRepository.deleteAllBySourceId(source.getId());
+                        scheduledHistoryRepository.deleteAllBySourceId(source.getId());
+                        sourceRepository.delete(source);
+                    }
+                    linkRepository.deleteUser(user.getId());
+                    notificationRepository.deleteAllByUserId(user.getId());
+                    userRepository.delete(user);
+                    return CommonResponse.success(code);
+                })
+                .orElseGet(() -> CommonResponse.failure(String.format("Resource [ %s ] not found", code)));
     }
 
     @Override
@@ -164,7 +219,11 @@ public CommonResponse<Object> authenticate(UserEntity configure)
     public CommonResponse<UserEntity> info(String code)
     {
         return userRepository.findByCode(UserDetailsService.getUser().getCode())
-                .map(CommonResponse::success)
+                .map(user -> {
+                    withRoles(Collections.singletonList(user));
+                    user.setUnreadCount(notificationRepository.countByUserIdAndIsReadFalse(user.getId()));
+                    return CommonResponse.success(user);
+                })
                 .orElseGet(() -> CommonResponse.failure(ServiceState.USER_NOT_FOUND));
     }
 
@@ -291,7 +350,22 @@ public CommonResponse<List<TreeRecord>> getMenus()
     @Override
     public CommonResponse<PageEntity<UserEntity>> getAll(FilterBody filter)
     {
-        return CommonResponse.success(PageEntity.build(this.userRepository.findFiltered(filter, UserDetailsService.getUser())));
+        Page<UserEntity> page = Persistence.filtered(this.userRepository, filter, UserDetailsService.getUser());
+        withRoles(page.getContent());
+        return CommonResponse.success(PageEntity.build(page));
+    }
+
+    private void withRoles(List<UserEntity> users)
+    {
+        Map<Long, RoleEntity> roles = new HashMap<>();
+        roleRepository.findAll().forEach(role -> roles.put(role.getId(), role));
+        for (UserEntity user : users) {
+            Set<RoleEntity> assigned = new HashSet<>();
+            for (Long roleId : linkRepository.roleIdsOfUser(user.getId())) {
+                Optional.ofNullable(roles.get(roleId)).ifPresent(assigned::add);
+            }
+            user.setRoles(assigned);
+        }
     }
 
     @Override
diff --git a/pom.xml b/pom.xml
index 87607f2948..6c0280fd70 100644
--- a/pom.xml
+++ b/pom.xml
@@ -293,7 +293,7 @@
             </dependency>
             <dependency>
                 <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-data-jpa</artifactId>
+                <artifactId>spring-boot-starter-data-jdbc</artifactId>
                 <version>${springboot.version}</version>
             </dependency>
             <dependency>

From 592722ba993c1750313f07c64908b6ef4f987ca7 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 22:40:15 -0400
Subject: [PATCH 54/56] feat(setup): install into PostgreSQL, SQL Server or
 Oracle

The setup wizard offers MySQL, PostgreSQL, SQL Server and Oracle as
external metadata databases next to the embedded store.

- each engine builds its own JDBC URL and default port; Oracle takes a
  service name instead of a database name
- switching engines swaps the default port and account without
  overwriting values the user already typed
- install tests run the real wizard flow on the selected database
---
 .../server/service/ExternalDatabase.java      | 47 +++++++++++
 .../server/service/SetupInstallBody.java      |  3 +-
 .../server/service/SetupService.java          | 21 ++---
 .../server/service/SetupInstallTest.java      | 77 +++++++++++++++++++
 core/metaforge-web/src/i18n/I18n.ts           | 26 +++++--
 .../src/views/setup/SetupHome.vue             | 67 ++++++++++------
 6 files changed, 199 insertions(+), 42 deletions(-)
 create mode 100644 core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/ExternalDatabase.java
 create mode 100644 core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupInstallTest.java

diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/ExternalDatabase.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/ExternalDatabase.java
new file mode 100644
index 0000000000..f3d8c3689e
--- /dev/null
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/ExternalDatabase.java
@@ -0,0 +1,47 @@
+package org.devlive.metaforge.server.service;
+
+import java.util.Arrays;
+import java.util.Locale;
+import java.util.Optional;
+
+/**
+ * External metadata databases the setup wizard can install into.
+ */
+public enum ExternalDatabase
+{
+    MYSQL("mysql", "MySQL", 3306, "jdbc:mysql://%s:%d/%s?useUnicode=true&characterEncoding=UTF-8"
+            + "&zeroDateTimeBehavior=convertToNull&useSSL=false&allowPublicKeyRetrieval=true"),
+    POSTGRESQL("postgresql", "PostgreSQL", 5432, "jdbc:postgresql://%s:%d/%s"),
+    SQLSERVER("sqlserver", "SQL Server", 1433, "jdbc:sqlserver://%s:%d;databaseName=%s;encrypt=false;trustServerCertificate=true"),
+    // the database field holds the Oracle service name
+    ORACLE("oracle", "Oracle", 1521, "jdbc:oracle:thin:@//%s:%d/%s");
+
+    private final String type;
+    private final String label;
+    private final int defaultPort;
+    private final String urlTemplate;
+
+    ExternalDatabase(String type, String label, int defaultPort, String urlTemplate)
+    {
+        this.type = type;
+        this.label = label;
+        this.defaultPort = defaultPort;
+        this.urlTemplate = urlTemplate;
+    }
+
+    public static Optional<ExternalDatabase> of(String type)
+    {
+        String normalized = type == null ? "" : type.trim().toLowerCase(Locale.ROOT);
+        return Arrays.stream(values()).filter(value -> value.type.equals(normalized)).findFirst();
+    }
+
+    public String url(String host, Integer port, String database)
+    {
+        return String.format(urlTemplate, host.trim(), port == null ? defaultPort : port, database.trim());
+    }
+
+    public String getLabel()
+    {
+        return label;
+    }
+}
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupInstallBody.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupInstallBody.java
index 4a6069e35d..0861d3ef71 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupInstallBody.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupInstallBody.java
@@ -16,7 +16,8 @@ public class SetupInstallBody
     private String name;
     /**
      * Explicitly selected database. `current` uses a configured datasource.
-     * `embedded` installs into the local H2 file store, `mysql` into an
+     * `embedded` installs into the local H2 file store, `mysql`, `postgresql`,
+     * `sqlserver` or `oracle` into an
      * external server; the chosen datasource is persisted to
      * ./config/application.properties so the next boot uses it.
      */
diff --git a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
index 4b95c747f5..4f7fbfee7e 100644
--- a/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
+++ b/core/metaforge-server/src/main/java/org/devlive/metaforge/server/service/SetupService.java
@@ -39,7 +39,8 @@
  * idempotent so a partially installed instance can safely re-run.
  *
  * The wizard can install into the datasource this instance already runs on,
- * or into a chosen target (embedded H2 file store or an external MySQL);
+ * or into a chosen target (embedded H2 file store, or external MySQL, PostgreSQL,
+ * SQL Server or Oracle); the schema comes from the Liquibase changelog and
  * the chosen datasource is persisted to ./config/application.properties
  * which Spring Boot picks up on the next boot without extra launch flags.
  */
@@ -49,10 +50,6 @@
 public class SetupService
 {
     private static final String CONFIG_OVERRIDE = "config/application.properties";
-    private static final String MYSQL_URL_TEMPLATE =
-            "jdbc:mysql://%s:%d/%s?useUnicode=true&characterEncoding=UTF-8"
-                    + "&zeroDateTimeBehavior=convertToNull&useMultiQueries=true"
-                    + "&useSSL=false&allowPublicKeyRetrieval=true";
 
     private final JdbcTemplate jdbcTemplate;
     private final DataSource dataSource;
@@ -254,15 +251,13 @@ private TargetDatabase resolveTarget(SetupInstallBody.DatabaseConfigure configur
                     new File(dir, "metaforge").getAbsolutePath().replace('\\', '/'));
             return new TargetDatabase(url, "sa", "", true);
         }
-        if ("mysql".equalsIgnoreCase(configure.getType())) {
-            if (StringUtils.isAnyBlank(configure.getHost(), configure.getDatabase(), configure.getUsername())) {
-                throw new IllegalArgumentException("Host, database and username are required for MySQL");
-            }
-            int port = configure.getPort() == null ? 3306 : configure.getPort();
-            String url = String.format(MYSQL_URL_TEMPLATE, configure.getHost(), port, configure.getDatabase());
-            return new TargetDatabase(url, configure.getUsername(), configure.getPassword() == null ? "" : configure.getPassword(), false);
+        ExternalDatabase external = ExternalDatabase.of(configure.getType())
+                .orElseThrow(() -> new IllegalArgumentException("Unknown database type: " + configure.getType()));
+        if (StringUtils.isAnyBlank(configure.getHost(), configure.getDatabase(), configure.getUsername())) {
+            throw new IllegalArgumentException(String.format("Host, database and username are required for %s", external.getLabel()));
         }
-        throw new IllegalArgumentException("Unknown database type: " + configure.getType());
+        String url = external.url(configure.getHost(), configure.getPort(), configure.getDatabase());
+        return new TargetDatabase(url, configure.getUsername(), configure.getPassword() == null ? "" : configure.getPassword(), false);
     }
 
     private Connection openTarget(TargetDatabase target)
diff --git a/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupInstallTest.java b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupInstallTest.java
new file mode 100644
index 0000000000..3ef4f4b7f6
--- /dev/null
+++ b/core/metaforge-server/src/test/java/org/devlive/metaforge/server/service/SetupInstallTest.java
@@ -0,0 +1,77 @@
+package org.devlive.metaforge.server.service;
+
+import org.devlive.metaforge.server.support.TestDatabase;
+import org.devlive.metaforge.service.initializer.DataSetConfigure;
+import org.devlive.metaforge.service.initializer.InstallationState;
+import org.junit.jupiter.api.AfterAll;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.Test;
+import org.springframework.boot.DefaultApplicationArguments;
+import org.springframework.core.env.MapPropertySource;
+import org.springframework.core.env.StandardEnvironment;
+import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.datasource.DriverManagerDataSource;
+import org.springframework.security.crypto.bcrypt.BCryptPasswordEncoder;
+
+import java.util.Collections;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+import static org.mockito.Mockito.mock;
+
+/**
+ * The setup wizard installs into the database selected with {@code -Dmetaforge.it.database}.
+ */
+public class SetupInstallTest
+{
+    private static TestDatabase database;
+
+    @BeforeAll
+    public static void start()
+    {
+        database = TestDatabase.start(TestDatabase.selectedSpec());
+    }
+
+    @AfterAll
+    public static void stop()
+    {
+        database.close();
+    }
+
+    @Test
+    public void installsSchemaCatalogueAndAdministratorOnTheConfiguredDatabase()
+    {
+        DriverManagerDataSource dataSource = new DriverManagerDataSource(database.url(), database.username(), database.password());
+        StandardEnvironment environment = new StandardEnvironment();
+        environment.getPropertySources().addFirst(new MapPropertySource("test", Collections.singletonMap("spring.datasource.url", database.url())));
+        InstallationState state = new InstallationState(dataSource);
+        BCryptPasswordEncoder encoder = new BCryptPasswordEncoder();
+        SetupService service = new SetupService(new JdbcTemplate(dataSource), dataSource, encoder, mock(DataSetConfigure.class), null,
+                environment, new DefaultApplicationArguments(), state);
+
+        assertFalse(state.isInstalled());
+        SetupInstallBody body = SetupInstallBody.builder().username("admin").password("admin123").name("管理员")
+                .database(SetupInstallBody.DatabaseConfigure.builder().type("current").build()).build();
+        assertTrue(service.install(body).getStatus());
+        assertTrue(state.isInstalled());
+
+        JdbcTemplate jdbc = new JdbcTemplate(dataSource);
+        assertEquals("管理员", jdbc.queryForObject("SELECT name FROM metaforge_user WHERE username = 'admin'", String.class));
+        assertTrue(encoder.matches("admin123", jdbc.queryForObject("SELECT password_hash FROM metaforge_user WHERE username = 'admin'", String.class)));
+        assertEquals(1L, jdbc.queryForObject("SELECT COUNT(*) FROM metaforge_user_role ur JOIN metaforge_user u ON u.id = ur.user_id "
+                + "JOIN metaforge_role r ON r.id = ur.role_id WHERE u.username = 'admin' AND r.code = 'ADMIN'", Long.class));
+        // a second install is refused instead of duplicating the administrator
+        assertFalse(service.install(body).getStatus());
+    }
+
+    @Test
+    public void externalDatabasesBuildVendorUrls()
+    {
+        assertTrue(ExternalDatabase.of("mysql").orElseThrow().url("db", null, "metaforge").startsWith("jdbc:mysql://db:3306/metaforge?"));
+        assertEquals("jdbc:postgresql://db:5432/metaforge", ExternalDatabase.of("PostgreSQL").orElseThrow().url("db", null, "metaforge"));
+        assertTrue(ExternalDatabase.of("sqlserver").orElseThrow().url("db", 1444, "metaforge").startsWith("jdbc:sqlserver://db:1444;databaseName=metaforge;"));
+        assertEquals("jdbc:oracle:thin:@//db:1521/FREEPDB1", ExternalDatabase.of("oracle").orElseThrow().url(" db ", null, "FREEPDB1"));
+        assertFalse(ExternalDatabase.of("sqlite").isPresent());
+    }
+}
diff --git a/core/metaforge-web/src/i18n/I18n.ts b/core/metaforge-web/src/i18n/I18n.ts
index 5b054ffed9..e4ff4158b0 100644
--- a/core/metaforge-web/src/i18n/I18n.ts
+++ b/core/metaforge-web/src/i18n/I18n.ts
@@ -31,8 +31,15 @@ const DEFAULT_MESSAGES = {
                 choose: '请选择用于安装的数据库',
                 embedded: '使用内置存储（推荐）',
                 embeddedTip: '无需外部数据库，数据保存在本地文件中，开箱即用，重启不丢失',
-                mysql: '连接 MySQL',
-                mysqlTip: '安装到外部 MySQL，请先创建空数据库；配置将写入 config/application.properties，安装后需重启服务',
+                external: '连接外部数据库',
+                externalTip: '请先在目标服务器上创建空数据库；配置将写入 config/application.properties，安装后需重启服务',
+                engines: {
+                    mysql: 'MySQL',
+                    postgresql: 'PostgreSQL',
+                    sqlserver: 'SQL Server',
+                    oracle: 'Oracle'
+                },
+                serviceName: '服务名',
                 degradedTitle: '配置的数据库当前不可用',
                 degradedTip: '服务已在内置降级模式下运行，原数据源：',
                 host: '主机',
@@ -41,7 +48,7 @@ const DEFAULT_MESSAGES = {
                 username: '用户名',
                 password: '密码',
                 passwordPlaceholder: '请输入数据库密码',
-                connectionSettings: 'MySQL 连接信息',
+                connectionSettings: '{engine} 连接信息',
                 connectionSettingsTip: '填写数据库凭据，测试连接通过后即可继续',
                 connectionFailedHint: '请检查数据库地址、用户名和密码，确认数据库已启动并允许访问后重试。',
                 errorDetails: '查看错误详情'
@@ -108,8 +115,15 @@ const DEFAULT_MESSAGES = {
                 choose: 'Choose the database to use for installation',
                 embedded: 'Use embedded storage (recommended)',
                 embeddedTip: 'No external database needed, data is kept in a local file and survives restarts',
-                mysql: 'Connect MySQL',
-                mysqlTip: 'Install into an external MySQL (create an empty database first); the datasource is persisted to config/application.properties and a restart is required',
+                external: 'Connect an external database',
+                externalTip: 'Create an empty database on the target server first; the datasource is persisted to config/application.properties and a restart is required',
+                engines: {
+                    mysql: 'MySQL',
+                    postgresql: 'PostgreSQL',
+                    sqlserver: 'SQL Server',
+                    oracle: 'Oracle'
+                },
+                serviceName: 'Service name',
                 degradedTitle: 'The configured database is unavailable',
                 degradedTip: 'The server is running on the embedded fallback store, original datasource:',
                 host: 'Host',
@@ -118,7 +132,7 @@ const DEFAULT_MESSAGES = {
                 username: 'Username',
                 password: 'Password',
                 passwordPlaceholder: 'Enter the database password',
-                connectionSettings: 'MySQL connection',
+                connectionSettings: '{engine} connection',
                 connectionSettingsTip: 'Enter your database credentials and test the connection to continue',
                 connectionFailedHint: 'Check the host, username and password, and make sure the database is running and allows connections.',
                 errorDetails: 'View error details'
diff --git a/core/metaforge-web/src/views/setup/SetupHome.vue b/core/metaforge-web/src/views/setup/SetupHome.vue
index 73ebba06b7..9437e50436 100644
--- a/core/metaforge-web/src/views/setup/SetupHome.vue
+++ b/core/metaforge-web/src/views/setup/SetupHome.vue
@@ -101,20 +101,24 @@
                     <div class="mt-1 text-xs text-content-tertiary">{{ $t('setup.database.embeddedTip') }}</div>
                   </div>
                 </label>
-                <label class="flex cursor-pointer items-start gap-3 rounded-mf-md border p-4 transition-colors duration-(--mf-duration-fast)"
-                       :class="databaseType === 'mysql' ? 'border-primary bg-surface-active' : 'border-line hover:border-line-strong'">
-                  <MfRadio value="mysql"/>
-                  <div class="flex-1">
-                    <div class="text-sm font-medium text-content">{{ $t('setup.database.mysql') }}</div>
-                    <div class="mt-1 text-xs text-content-tertiary">{{ $t('setup.database.mysqlTip') }}</div>
-                  </div>
-                </label>
+                <div class="pt-2">
+                  <div class="text-sm font-medium text-content">{{ $t('setup.database.external') }}</div>
+                  <div class="mt-1 text-xs text-content-tertiary">{{ $t('setup.database.externalTip') }}</div>
+                </div>
+                <div class="grid gap-3 sm:grid-cols-2">
+                  <label v-for="engine in externalEngines" :key="engine.value"
+                         class="flex cursor-pointer items-center gap-3 rounded-mf-md border p-4 transition-colors duration-(--mf-duration-fast)"
+                         :class="databaseType === engine.value ? 'border-primary bg-surface-active' : 'border-line hover:border-line-strong'">
+                    <MfRadio :value="engine.value"/>
+                    <div class="text-sm font-medium text-content">{{ $t(`setup.database.engines.${engine.value}`) }}</div>
+                  </label>
+                </div>
               </MfRadioGroup>
               <p v-if="!databaseType" class="mt-3 text-xs text-content-tertiary">{{ $t('setup.database.choose') }}</p>
 
-              <div v-if="databaseType === 'mysql'" class="mt-5 space-y-4 rounded-mf-lg border border-line bg-page/60 p-4">
+              <div v-if="selectedEngine" class="mt-5 space-y-4 rounded-mf-lg border border-line bg-page/60 p-4">
                 <div>
-                  <h2 class="text-sm font-medium text-content">{{ $t('setup.database.connectionSettings') }}</h2>
+                  <h2 class="text-sm font-medium text-content">{{ $t('setup.database.connectionSettings', { engine: $t(`setup.database.engines.${selectedEngine.value}`) }) }}</h2>
                   <p class="mt-1 text-xs leading-5 text-content-tertiary">{{ $t('setup.database.connectionSettingsTip') }}</p>
                 </div>
                 <div class="grid gap-4 sm:grid-cols-2">
@@ -122,13 +126,13 @@
                     <MfInput v-model="databaseConfigure.host" placeholder="127.0.0.1"/>
                   </MfFormItem>
                   <MfFormItem name="databasePort" :label="$t('setup.database.port')">
-                    <MfInputNumber v-model="databaseConfigure.port" :controls="false" :min="1" :max="65535" placeholder="3306"/>
+                    <MfInputNumber v-model="databaseConfigure.port" :controls="false" :min="1" :max="65535" :placeholder="String(selectedEngine.port)"/>
                   </MfFormItem>
-                  <MfFormItem name="databaseName" :label="$t('setup.database.name')">
-                    <MfInput v-model="databaseConfigure.database" placeholder="metaforge"/>
+                  <MfFormItem name="databaseName" :label="selectedEngine.value === 'oracle' ? $t('setup.database.serviceName') : $t('setup.database.name')">
+                    <MfInput v-model="databaseConfigure.database" :placeholder="selectedEngine.database"/>
                   </MfFormItem>
                   <MfFormItem name="databaseUsername" :label="$t('setup.database.username')">
-                    <MfInput v-model="databaseConfigure.username" placeholder="root"/>
+                    <MfInput v-model="databaseConfigure.username" :placeholder="selectedEngine.username"/>
                   </MfFormItem>
                   <MfFormItem name="databasePassword" :label="$t('setup.database.password')" class="sm:col-span-2">
                     <MfInput v-model="databaseConfigure.password" type="password" show-password :placeholder="$t('setup.database.passwordPlaceholder')"/>
@@ -265,7 +269,16 @@ const testing = ref(false)
 const testResult = ref<'idle' | 'ok' | 'failed'>('idle')
 const testElapsed = ref(0)
 
-const databaseType = ref<'current' | 'embedded' | 'mysql' | ''>('')
+type ExternalEngine = 'mysql' | 'postgresql' | 'sqlserver' | 'oracle'
+// Defaults follow each server's out-of-the-box port and administrator account.
+const externalEngines: { value: ExternalEngine, port: number, username: string, database: string }[] = [
+  { value: 'mysql', port: 3306, username: 'root', database: 'metaforge' },
+  { value: 'postgresql', port: 5432, username: 'postgres', database: 'metaforge' },
+  { value: 'sqlserver', port: 1433, username: 'sa', database: 'metaforge' },
+  { value: 'oracle', port: 1521, username: 'system', database: 'FREEPDB1' },
+]
+const databaseType = ref<'current' | 'embedded' | ExternalEngine | ''>('')
+const selectedEngine = computed(() => externalEngines.find(engine => engine.value === databaseType.value))
 const databaseConfigure = ref({
   host: '127.0.0.1',
   port: 3306,
@@ -273,6 +286,16 @@ const databaseConfigure = ref({
   username: 'root',
   password: '',
 })
+
+// Switching engines swaps the defaults, but keeps values the user already typed.
+watch(selectedEngine, (engine, previous) => {
+  if (!engine) return
+  const before = previous ?? externalEngines[0]
+  const configure = databaseConfigure.value
+  if (configure.port === before.port) configure.port = engine.port
+  if (configure.username === before.username) configure.username = engine.username
+  if (configure.database === before.database) configure.database = engine.database
+})
 const dbTesting = ref(false)
 const dbTestResult = ref<'idle' | 'ok' | 'failed'>('idle')
 const dbTestElapsed = ref(0)
@@ -281,10 +304,10 @@ const canContinueDatabase = computed(() => {
   if (databaseType.value === 'current') {
     return environment.value.currentAvailable && environment.value.connected
   }
-  return databaseType.value === 'embedded' || (databaseType.value === 'mysql' && dbTestResult.value === 'ok')
+  return databaseType.value === 'embedded' || (Boolean(selectedEngine.value) && dbTestResult.value === 'ok')
 })
 
-watch(databaseConfigure, () => {
+watch([databaseConfigure, databaseType], () => {
   dbTestResult.value = 'idle'
   dbTestFailedMessage.value = ''
 }, { deep: true })
@@ -343,10 +366,10 @@ const onTestDatabase = () => {
   dbTesting.value = true
   dbTestResult.value = 'idle'
   dbTestFailedMessage.value = ''
-  const configure = { ...databaseConfigure.value }
-  SetupService.testConnection({ type: 'mysql', ...configure })
+  const configure = { type: databaseType.value, ...databaseConfigure.value }
+  SetupService.testConnection(configure)
               .then(response => {
-                if (JSON.stringify(configure) !== JSON.stringify(databaseConfigure.value)) return
+                if (JSON.stringify(configure) !== JSON.stringify({ type: databaseType.value, ...databaseConfigure.value })) return
                 if (response.status && response.data?.connected) {
                   dbTestResult.value = 'ok'
                   dbTestElapsed.value = response.data.elapsed ?? 0
@@ -371,8 +394,8 @@ const onInstall = () => {
     username: formState.value.username,
     password: formState.value.password,
     name: formState.value.name,
-    database: databaseType.value === 'mysql'
-      ? { type: 'mysql', ...databaseConfigure.value }
+    database: selectedEngine.value
+      ? { type: databaseType.value, ...databaseConfigure.value }
       : { type: databaseType.value },
   }
   SetupService.install(payload)

From 5d71418e3ebf98eb5baad3e894a8388b4fadcb07 Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 22:43:32 -0400
Subject: [PATCH 55/56] ci: run the persistence suite on five databases

Replace the MySQL/PostgreSQL service-container job with a Testcontainers
matrix over H2, MySQL 8.0, PostgreSQL 16, SQL Server 2022 and Oracle 23
that runs the changelog, entity mapping, filter and setup install tests.
The job only runs when the persistence modules or the workflow change.
---
 .github/workflows/database-matrix.yml | 90 ++++++++++++---------------
 1 file changed, 39 insertions(+), 51 deletions(-)

diff --git a/.github/workflows/database-matrix.yml b/.github/workflows/database-matrix.yml
index f40f01695c..ee337d5ef7 100644
--- a/.github/workflows/database-matrix.yml
+++ b/.github/workflows/database-matrix.yml
@@ -1,46 +1,38 @@
 name: database matrix
 
+# Runs the metadata persistence suite (changelog, entity mapping, filters, setup install)
+# against every database the setup wizard offers. Databases start in Testcontainers.
 on:
   push:
     branches: [ main, master, 2026.0.0 ]
+    paths:
+      - 'pom.xml'
+      - 'core/metaforge-service/**'
+      - 'core/metaforge-server/pom.xml'
+      - 'core/metaforge-server/src/**'
+      - '.github/workflows/database-matrix.yml'
   pull_request:
     branches: [ main, master, 2026.0.0 ]
+    paths:
+      - 'pom.xml'
+      - 'core/metaforge-service/**'
+      - 'core/metaforge-server/pom.xml'
+      - 'core/metaforge-server/src/**'
+      - '.github/workflows/database-matrix.yml'
+
+concurrency:
+  group: database-matrix-${{ github.ref }}
+  cancel-in-progress: true
 
 jobs:
   tests:
+    name: ${{ matrix.database }}
     runs-on: ubuntu-latest
+    timeout-minutes: 45
     strategy:
       fail-fast: false
       matrix:
-        database: [ mysql, postgresql ]
-
-    services:
-      mysql:
-        image: mysql:8.0
-        if: matrix.database == 'mysql'
-        env:
-          MYSQL_ROOT_PASSWORD: metaforge
-          MYSQL_DATABASE: metaforge
-        ports:
-          - 3306:3306
-        options: >-
-          --health-cmd="mysqladmin ping -h localhost"
-          --health-interval=10s
-          --health-timeout=5s
-          --health-retries=10
-      postgres:
-        image: postgres:16
-        if: matrix.database == 'postgresql'
-        env:
-          POSTGRES_PASSWORD: metaforge
-          POSTGRES_DB: metaforge
-        ports:
-          - 5432:5432
-        options: >-
-          --health-cmd="pg_isready -U postgres"
-          --health-interval=10s
-          --health-timeout=5s
-          --health-retries=10
+        database: [ 'h2', 'mysql:8.0', 'postgres:16', 'sqlserver:2022', 'oracle:23' ]
 
     steps:
       - uses: actions/checkout@v4
@@ -50,29 +42,25 @@ jobs:
         with:
           distribution: temurin
           java-version: 21
+          cache: maven
 
-      - name: Set up Maven cache
-        uses: actions/cache@v4
-        with:
-          path: ~/.m2/repository
-          key: ${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}
-          restore-keys: ${{ runner.os }}-maven-
-
-      - name: Prepare database schema (mysql)
-        if: matrix.database == 'mysql'
+      - name: Build the server and its modules
         run: >
-          mysql -h 127.0.0.1 -uroot -pmetaforge metaforge
-          < configure/schema/metaforge.sql
+          ./mvnw -B -q install -pl core/metaforge-server -am
+          -DskipTests -Dcheckstyle.skip -Dspotbugs.skip -Dmaven.javadoc.skip=true -Dgpg.skip
+          -Dskip.pnpm -Dskip.npm -Dskip.installnodenpm
 
-      - name: Prepare database schema (postgresql)
-        if: matrix.database == 'postgresql'
-        run: |
-          echo "PostgreSQL baseline pending: see jpa-removal roadmap"
+      - name: Run the persistence suite on ${{ matrix.database }}
+        run: >
+          ./mvnw -B -pl core/metaforge-server
+          org.apache.maven.plugins:maven-surefire-plugin:3.2.2:test
+          -Dtest='DatabaseMigratorTest,EntityMappingTest,TableFilterTest,SetupInstallTest'
+          -Dsurefire.failIfNoSpecifiedTests=true
+          -Dmetaforge.it.database=${{ matrix.database }}
 
-      - name: Run service tests
-        env:
-          SPRING_DATASOURCE_URL: ${{ matrix.database == 'mysql' && 'jdbc:mysql://127.0.0.1:3306/metaforge?useSSL=false&allowPublicKeyRetrieval=true' || 'jdbc:postgresql://127.0.0.1:5432/metaforge' }}
-          SPRING_DATASOURCE_USERNAME: root
-          SPRING_DATASOURCE_PASSWORD: ${{ matrix.database == 'mysql' && 'metaforge' || 'metaforge' }}
-          METAFORGE_DATABASE_TYPE: ${{ matrix.database }}
-        run: JAVA_HOME=$JAVA_HOME ./mvnw -q test -pl core/metaforge-server -am -DskipTests=false
+      - name: Upload test reports
+        if: failure()
+        uses: actions/upload-artifact@v4
+        with:
+          name: surefire-${{ strategy.job-index }}
+          path: core/metaforge-server/target/surefire-reports

From f9073d2fbfc872cfcc0b840ff64d0f9590cde61e Mon Sep 17 00:00:00 2001
From: qianmoQ <shicheng@devlive.org>
Date: Wed, 28 Oct 2026 22:43:32 -0400
Subject: [PATCH 56/56] chore(schema): retire the MySQL schema snapshot

The Liquibase changelog now creates and upgrades the metadata schema, so
the hand-maintained MySQL dump is removed, the schema README points to the
changelog, and the demo cleanup script uses portable DELETE statements
against the new link tables.
---
 configure/publish/publish-cleanDatabase.sql |   50 +-
 configure/schema/README.md                  |   11 +-
 configure/schema/metaforge.sql              | 1144 -------------------
 3 files changed, 28 insertions(+), 1177 deletions(-)
 delete mode 100644 configure/schema/metaforge.sql

diff --git a/configure/publish/publish-cleanDatabase.sql b/configure/publish/publish-cleanDatabase.sql
index 02680d0d6b..a8cae8f60b 100644
--- a/configure/publish/publish-cleanDatabase.sql
+++ b/configure/publish/publish-cleanDatabase.sql
@@ -1,43 +1,29 @@
-USE `metaforge`;
+-- Clears business data from a metadata database before publishing a demo snapshot.
+-- Plain SQL that runs on every supported database; the catalogue (users, roles,
+-- menus, functions, schedules) and the changelog history are kept.
 
-TRUNCATE TABLE `metaforge_source_query`;
+DELETE FROM metaforge_source_query;
 
-TRUNCATE TABLE `metaforge_chat`;
-TRUNCATE TABLE `metaforge_chat_user_relation`;
+DELETE FROM metaforge_message;
+DELETE FROM metaforge_chat;
 
-TRUNCATE TABLE `metaforge_dashboard`;
-TRUNCATE TABLE `metaforge_dashboard_report_relation`;
-TRUNCATE TABLE `metaforge_dashboard_user_relation`;
+DELETE FROM metaforge_dashboard_report;
+DELETE FROM metaforge_dashboard;
 
-TRUNCATE TABLE `metaforge_dataset`;
-TRUNCATE TABLE `metaforge_dataset_column`;
-TRUNCATE TABLE `metaforge_dataset_column_relation`;
-TRUNCATE TABLE `metaforge_dataset_source_relation`;
-TRUNCATE TABLE `metaforge_dataset_user_relation`;
-TRUNCATE TABLE `metaforge_dataset_history`;
-TRUNCATE TABLE `metaforge_dataset_history_relation`;
+DELETE FROM metaforge_report;
 
-TRUNCATE TABLE `metaforge_message`;
-TRUNCATE TABLE `metaforge_message_chat_relation`;
-TRUNCATE TABLE `metaforge_message_user_relation`;
+DELETE FROM metaforge_dataset_column;
+DELETE FROM metaforge_dataset_history;
+DELETE FROM metaforge_dataset;
 
-TRUNCATE TABLE `metaforge_report`;
-TRUNCATE TABLE `metaforge_report_source_relation`;
-TRUNCATE TABLE `metaforge_report_user_relation`;
-TRUNCATE TABLE `metaforge_report_dataset_relation`;
+DELETE FROM metaforge_scheduled_history;
 
-TRUNCATE TABLE `metaforge_scheduled_history`;
-TRUNCATE TABLE `metaforge_scheduled_history_relation`;
-TRUNCATE TABLE `metaforge_scheduled_history_source_relation`;
+DELETE FROM metaforge_user_log;
 
-TRUNCATE TABLE `metaforge_user_log`;
+DELETE FROM metaforge_source;
 
-TRUNCATE TABLE `metaforge_source`;
+DELETE FROM metaforge_snippet;
 
-TRUNCATE TABLE `metaforge_snippet`;
+DELETE FROM metaforge_workflow;
 
-TRUNCATE TABLE `metaforge_workflow`;
-
-TRUNCATE TABLE `metaforge_notification`;
-
-mysqldump -u root -p metaforge > $(pwd)/configure/schema/metaforge.sql
+DELETE FROM metaforge_notification;
diff --git a/configure/schema/README.md b/configure/schema/README.md
index 4968f309ef..6d2875b4e1 100644
--- a/configure/schema/README.md
+++ b/configure/schema/README.md
@@ -1,3 +1,12 @@
 ### Schema
 
-> Upgrade the version and initialize the SQL
+The metadata schema is no longer installed from SQL files in this folder.
+
+- New installations: the setup wizard creates the schema on the chosen database
+  (embedded H2, MySQL, PostgreSQL, SQL Server or Oracle) from the Liquibase changelog in
+  `core/metaforge-server/src/main/resources/db/changelog`.
+- Upgrades: the server applies pending changesets automatically on boot, including the
+  upgrade of installations created by 2026.0.0 and earlier setup scripts.
+
+The versioned folders below are kept for installations older than 2026.0.0, which must
+first be brought to the 2026.0.0 schema with these scripts.
diff --git a/configure/schema/metaforge.sql b/configure/schema/metaforge.sql
deleted file mode 100644
index 4184bf713a..0000000000
--- a/configure/schema/metaforge.sql
+++ /dev/null
@@ -1,1144 +0,0 @@
--- MySQL dump 10.13  Distrib 8.3.0, for macos14.2 (arm64)
---
--- Host: localhost    Database: metaforge
--- ------------------------------------------------------
--- Server version	8.3.0
-
-/*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */;
-/*!40101 SET @OLD_CHARACTER_SET_RESULTS=@@CHARACTER_SET_RESULTS */;
-/*!40101 SET @OLD_COLLATION_CONNECTION=@@COLLATION_CONNECTION */;
-/*!50503 SET NAMES utf8mb4 */;
-/*!40103 SET @OLD_TIME_ZONE=@@TIME_ZONE */;
-/*!40103 SET TIME_ZONE='+00:00' */;
-/*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */;
-/*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */;
-/*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZERO' */;
-/*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */;
-
--- Runtime configuration storage (2026.0.0).
-CREATE TABLE IF NOT EXISTS `metaforge_configure` (
-  `id` bigint NOT NULL AUTO_INCREMENT,
-  `name` varchar(128) NOT NULL,
-  `code` varchar(64) DEFAULT NULL,
-  `active` tinyint(1) DEFAULT '1',
-  `category` varchar(32) NOT NULL,
-  `configure` text,
-  `description` varchar(512) DEFAULT NULL,
-  `create_time` datetime DEFAULT CURRENT_TIMESTAMP,
-  `update_time` datetime DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
-  PRIMARY KEY (`id`),
-  UNIQUE KEY `uk_configure_category_name` (`category`, `name`)
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;
-
---
--- Table structure for table `metaforge_chat`
---
-
-DROP TABLE IF EXISTS `metaforge_chat`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_chat` (
-  `id` bigint NOT NULL AUTO_INCREMENT,
-  `name` varchar(255) NOT NULL,
-  `active` tinyint(1) DEFAULT '1',
-  `create_time` datetime DEFAULT CURRENT_TIMESTAMP,
-  `update_time` datetime DEFAULT CURRENT_TIMESTAMP,
-  `avatar` varchar(255) DEFAULT NULL,
-  `description` varchar(255) DEFAULT NULL,
-  `code` varchar(100) DEFAULT NULL,
-  PRIMARY KEY (`id`)
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_chat`
---
-
-LOCK TABLES `metaforge_chat` WRITE;
-/*!40000 ALTER TABLE `metaforge_chat` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_chat` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_chat_user_relation`
---
-
-DROP TABLE IF EXISTS `metaforge_chat_user_relation`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_chat_user_relation` (
-  `chat_id` bigint DEFAULT NULL,
-  `user_id` bigint DEFAULT NULL
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_chat_user_relation`
---
-
-LOCK TABLES `metaforge_chat_user_relation` WRITE;
-/*!40000 ALTER TABLE `metaforge_chat_user_relation` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_chat_user_relation` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dashboard`
---
-
-DROP TABLE IF EXISTS `metaforge_dashboard`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dashboard` (
-  `id` bigint NOT NULL AUTO_INCREMENT,
-  `name` varchar(255) DEFAULT NULL,
-  `active` tinyint(1) DEFAULT '1',
-  `create_time` datetime DEFAULT NULL,
-  `update_time` datetime DEFAULT NULL,
-  `configure` longtext,
-  `description` varchar(1000) DEFAULT NULL COMMENT 'Description',
-  `code` varchar(100) DEFAULT NULL,
-  `avatar` text,
-  `version` varchar(100) DEFAULT '2.0',
-  PRIMARY KEY (`id`)
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dashboard`
---
-
-LOCK TABLES `metaforge_dashboard` WRITE;
-/*!40000 ALTER TABLE `metaforge_dashboard` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dashboard` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dashboard_report_relation`
---
-
-DROP TABLE IF EXISTS `metaforge_dashboard_report_relation`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dashboard_report_relation` (
-  `dashboard_id` bigint DEFAULT NULL,
-  `report_id` bigint DEFAULT NULL
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dashboard_report_relation`
---
-
-LOCK TABLES `metaforge_dashboard_report_relation` WRITE;
-/*!40000 ALTER TABLE `metaforge_dashboard_report_relation` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dashboard_report_relation` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dashboard_user_relation`
---
-
-DROP TABLE IF EXISTS `metaforge_dashboard_user_relation`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dashboard_user_relation` (
-  `dashboard_id` bigint DEFAULT NULL,
-  `user_id` bigint DEFAULT NULL
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dashboard_user_relation`
---
-
-LOCK TABLES `metaforge_dashboard_user_relation` WRITE;
-/*!40000 ALTER TABLE `metaforge_dashboard_user_relation` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dashboard_user_relation` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dataset`
---
-
-DROP TABLE IF EXISTS `metaforge_dataset`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dataset` (
-  `id` bigint NOT NULL AUTO_INCREMENT,
-  `name` varchar(255) DEFAULT NULL,
-  `active` tinyint(1) DEFAULT '1',
-  `create_time` datetime DEFAULT NULL,
-  `update_time` datetime DEFAULT NULL,
-  `description` text,
-  `query` longtext,
-  `sync_mode` varchar(100) DEFAULT NULL,
-  `expression` varchar(100) DEFAULT NULL,
-  `state` varchar(100) DEFAULT NULL,
-  `message` longtext,
-  `table_name` varchar(255) DEFAULT NULL,
-  `code` varchar(100) DEFAULT (uuid()),
-  `column_mode` varchar(100) DEFAULT 'DIMENSION',
-  `scheduler` varchar(100) DEFAULT 'LocalScheduler',
-  `executor` varchar(100) DEFAULT 'Local',
-  `total_rows` bigint DEFAULT '0',
-  `total_size` varchar(100) DEFAULT NULL,
-  `life_cycle` bigint DEFAULT '0',
-  `life_cycle_column` varchar(100) DEFAULT NULL,
-  `life_cycle_type` varchar(100) DEFAULT NULL,
-  `is_custom_column` tinyint(1) DEFAULT '0',
-  `is_virtual_column` tinyint(1) DEFAULT '0',
-  PRIMARY KEY (`id`)
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dataset`
---
-
-LOCK TABLES `metaforge_dataset` WRITE;
-/*!40000 ALTER TABLE `metaforge_dataset` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dataset` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dataset_column`
---
-
-DROP TABLE IF EXISTS `metaforge_dataset_column`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dataset_column` (
-  `id` bigint NOT NULL AUTO_INCREMENT,
-  `name` varchar(255) DEFAULT NULL,
-  `active` tinyint(1) DEFAULT '1',
-  `create_time` datetime DEFAULT NULL,
-  `update_time` datetime DEFAULT NULL,
-  `description` text,
-  `type` varchar(100) DEFAULT NULL,
-  `comment` varchar(255) DEFAULT NULL,
-  `original` varchar(255) DEFAULT NULL,
-  `default_value` varchar(255) DEFAULT NULL,
-  `expression` text DEFAULT NULL,
-  `position` int DEFAULT NULL,
-  `is_nullable` tinyint(1) DEFAULT '0',
-  `length` int DEFAULT NULL,
-  `dataset_id` int DEFAULT NULL,
-  `is_order_by_key` tinyint(1) DEFAULT '0',
-  `column_mode` varchar(100) DEFAULT 'DIMENSION',
-  `is_partition_key` tinyint(1) DEFAULT '0',
-  `alias_name` varchar(200) DEFAULT NULL,
-  `is_primary_key` varchar(100) DEFAULT '0',
-  `is_sampling_key` tinyint(1) DEFAULT '0',
-  `is_custom_column` tinyint(1) DEFAULT '0',
-  `is_virtual_column` tinyint(1) DEFAULT '0',
-  `code` varchar(100) DEFAULT NULL,
-  PRIMARY KEY (`id`)
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dataset_column`
---
-
-LOCK TABLES `metaforge_dataset_column` WRITE;
-/*!40000 ALTER TABLE `metaforge_dataset_column` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dataset_column` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dataset_column_relation`
---
-
-DROP TABLE IF EXISTS `metaforge_dataset_column_relation`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dataset_column_relation` (
-  `dataset_id` bigint DEFAULT NULL,
-  `column_id` bigint DEFAULT NULL
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dataset_column_relation`
---
-
-LOCK TABLES `metaforge_dataset_column_relation` WRITE;
-/*!40000 ALTER TABLE `metaforge_dataset_column_relation` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dataset_column_relation` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dataset_history`
---
-
-DROP TABLE IF EXISTS `metaforge_dataset_history`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dataset_history` (
-  `id` bigint NOT NULL AUTO_INCREMENT,
-  `name` varchar(255) DEFAULT NULL,
-  `active` tinyint(1) DEFAULT '1',
-  `create_time` datetime DEFAULT NULL,
-  `update_time` datetime DEFAULT NULL,
-  `query` varchar(255) DEFAULT NULL,
-  `message` text,
-  `elapsed` bigint DEFAULT NULL,
-  `count` int DEFAULT NULL,
-  `total_count` bigint DEFAULT NULL,
-  `processed_count` bigint DEFAULT NULL,
-  `progress` decimal(5,2) DEFAULT NULL,
-  `task_name` varchar(64) DEFAULT NULL,
-  `work_home` varchar(512) DEFAULT NULL,
-  `executor_configure` text,
-  `query_mode` varchar(255) DEFAULT NULL,
-  `state` varchar(255) DEFAULT NULL,
-  `code` varchar(100) DEFAULT NULL,
-  PRIMARY KEY (`id`)
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dataset_history`
---
-
-LOCK TABLES `metaforge_dataset_history` WRITE;
-/*!40000 ALTER TABLE `metaforge_dataset_history` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dataset_history` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dataset_history_relation`
---
-
-DROP TABLE IF EXISTS `metaforge_dataset_history_relation`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dataset_history_relation` (
-  `dataset_history_id` bigint DEFAULT NULL,
-  `dataset_id` bigint DEFAULT NULL
-) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;
-/*!40101 SET character_set_client = @saved_cs_client */;
-
---
--- Dumping data for table `metaforge_dataset_history_relation`
---
-
-LOCK TABLES `metaforge_dataset_history_relation` WRITE;
-/*!40000 ALTER TABLE `metaforge_dataset_history_relation` DISABLE KEYS */;
-/*!40000 ALTER TABLE `metaforge_dataset_history_relation` ENABLE KEYS */;
-UNLOCK TABLES;
-
---
--- Table structure for table `metaforge_dataset_source_relation`
---
-
-DROP TABLE IF EXISTS `metaforge_dataset_source_relation`;
-/*!40101 SET @saved_cs_client     = @@character_set_client */;
-/*!50503 SET character_set_client = utf8mb4 */;
-CREATE TABLE `metaforge_dataset_source_relation` (
-  `dataset_id` bigint DEFAULT NULL,
-  `source_id` bigint DEFAULT NULL
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r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGNRWz/wAIzrf/AEC7r/vg0f8ACM63/wBAu6/74NAGPRWx/wAIzrf/AEC7r/vg02Tw5rEUbPJpt0qqMklDgCgDIopaSmI9p+G3/In2f+9J/wChmunrmPht/wAifZ/70n/oZrp6QwooooAzvD3/ACCIPq3/AKEa0RWd4e/5BEH1b/0I1oigArh/i3/yAbT/AK+R/wCgNXcVw/xa/wCQDaf9fI/9AagDyc1Naf8AH3D/AL4/nUJ61Naf8fcP++P50AfRNZX/AAkejf8AQTtP+/orSn/1En+6f5VneF1X/hG9L+Uf8e0fb/ZFADf+Ek0X/oKWn/f0Uf8ACSaL/wBBSz/7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/AN/RR/wkmi/9BSz/AO/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/8Af0Uf8JJov/QUs/8Av6K1dif3V/KjYn91fyoAyv8AhJNF/wCgpZ/9/RR/wkmi/wDQUs/+/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/9/RR/wAJJov/AEFLP/v6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf8A39FH/CSaL/0FLP8A7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/wB/RR/wkmi/9BSz/wC/orV2J/dX8qNif3V/KgDK/wCEk0X/AKCln/39FH/CSaL/ANBSz/7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/39FH/AAkmi/8AQUs/+/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/wDf0Uf8JJov/QUs/wDv6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf/AH9FH/CSaL/0FLP/AL+itXYn91fyo2J/dX8qAMr/AISTRf8AoKWf/f0Uf8JJov8A0FLP/v6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf/f0Uf8ACSaL/wBBSz/7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/AN/RR/wkmi/9BSz/AO/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/8Af0Uf8JJov/QUs/8Av6K1dif3V/KjYn91fyoAyv8AhJNF/wCgpZ/9/RR/wkmi/wDQUs/+/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/9/RR/wAJJov/AEFLP/v6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf8A39FH/CSaL/0FLP8A7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/wB/RR/wkmi/9BSz/wC/orV2J/dX8qNif3V/KgDK/wCEk0X/AKCln/39FH/CSaL/ANBSz/7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/39FH/AAkmi/8AQUs/+/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/wDf0Uf8JJov/QUs/wDv6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf/AH9FH/CSaL/0FLP/AL+itXYn91fyo2J/dX8qAMr/AISTRf8AoKWf/f0Uf8JJov8A0FLP/v6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf/f0Uf8ACSaL/wBBSz/7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/AN/RR/wkmi/9BSz/AO/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/8Af0Uf8JJov/QUs/8Av6K1dif3V/KjYn91fyoAyv8AhJNF/wCgpZ/9/RR/wkmi/wDQUs/+/orV2J/dX8qNif3V/KgDK/4STRf+gpZ/9/RR/wAJJov/AEFLP/v6K1dif3V/KjYn91fyoAyv+Ek0X/oKWf8A39FH/CSaL/0FLP8A7+itXYn91fyo2J/dX8qAMr/hJNF/6Cln/wB/RR/wkmi/9BSz/wC/orV2J/dX8qNif3V/KgDK/wCEk0X/AKCln/39FH/CSaL/ANBSz/7+itXYn91fyo2J/dX8qAMr/hJN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-  `work` varchar(255) DEFAULT NULL,
-  `elapsed` bigint DEFAULT NULL,
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-  `configure` text,
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-  `email` varchar(255) COLLATE utf8mb4_unicode_ci NOT NULL,
-  `password_hash` varchar(255) COLLATE utf8mb4_unicode_ci DEFAULT NULL,
-  `avatar_url` varchar(255) COLLATE utf8mb4_unicode_ci DEFAULT NULL,
-  `created_at` timestamp NULL DEFAULT CURRENT_TIMESTAMP,
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--- 新菜单：管理员 → 系统 → 运行时配置（/system/configure）
--- Admin menu entry for the runtime configuration page. Idempotent insert by `code`.
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-SELECT '管理员 - 系统 - 运行时配置', 'RUNTIME_CONFIGURE',
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-       '/system/configure', NULL, 7, 'VIEW', 8, 1, 'configure.runtime.title', 'Settings2'
-WHERE NOT EXISTS (SELECT 1 FROM `metaforge_menu` WHERE `code` = 'RUNTIME_CONFIGURE');
-
--- 绑定该菜单到 admin 角色（role_id=1）。menu_id 字段为 mediumtext，CAST 后插入。
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-SELECT '1', CAST(`id` AS CHAR)
-FROM `metaforge_menu`
-WHERE `code` = 'RUNTIME_CONFIGURE'
-  AND NOT EXISTS (
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--- Dump completed on 2025-07-28 13:11:18