diff --git a/.github/workflows/compile-graalvm.yaml b/.github/workflows/compile-graalvm.yaml
new file mode 100644
index 0000000..1f47224
--- /dev/null
+++ b/.github/workflows/compile-graalvm.yaml
@@ -0,0 +1,31 @@
+name: Compile GraalVM lambda
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+
+jobs:
+  build:
+    runs-on: ubuntu-24.04-arm
+    steps:
+      - uses: actions/checkout@v4
+      - uses: graalvm/setup-graalvm@v1
+        with:
+          java-version: '21'      # See 'Options' for more details
+          distribution: 'graalvm' # See 'Supported distributions' for available options
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+      - name: Example step
+        run: |
+          echo "GRAALVM_HOME: $GRAALVM_HOME"
+          echo "JAVA_HOME: $JAVA_HOME"
+          java --version
+          native-image --version
+      - name: Compile using Maven plugin  # https://graalvm.github.io/native-build-tools/latest/maven-plugin.html
+        run: |
+          cd lambda/graalvm/GraalVMLambda
+          AWS_REGION=eu-west-2 mvn -Pnative package
+      - uses: actions/upload-artifact@v4
+        with:
+          name: function.zip
+          path: lambda/graalvm/GraalVMLambda/target/function.zip
diff --git a/.gitignore b/.gitignore
index 4fa0efe..10b53db 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,4 @@ benchmark/data/*
 benchmark/scripts/plots/*
 __pycache__/*
 .DS_Store
+.terraform
diff --git a/README.md b/README.md
index 9218c9b..e7a483f 100644
--- a/README.md
+++ b/README.md
@@ -36,10 +36,21 @@ npm run build
 
 ```
 
-Then deploy:
+Then deploy to Localstack to test:
 
 ```bash
-cd infra
+docker-compose up -d
+cd infra/environments/local
+tofu init
+tofu apply
+```
+
+## Deploying to AWS
+
+All lambdas built on an ARM Mac will run in AWS apart from the GraalVM lambda - follow instructions in its README.
+
+```
+cd infra/environments/production
 tofu init
 tofu apply
 ```
@@ -48,9 +59,26 @@ tofu apply
 
 Install the Python requirements and run the script to send events to the Lambdas:
 
+### Setup
+
+It may be necessary to install venv and install the benchmark requirements:
+
+```
+mkdir ~/.venv
+python3 -m venv ~/.venv
+source ~/.venv/bin/activate
+python3 -m pip install -r requirements.txt
+```
+
+Then to run the benchmark in localstack (presumably with a low job size to test):
+
+```
+AWS_DEFAULT_REGION=eu-west-2 AWS_ENDPOINT_URL=http://localhost:4566 AWS_REGION=eu-west-2 AWS_ACCESS_KEY_ID=test AWS_SECRET_ACCESS_KEY=test python run_load_test.py
+```
+
+And for the real test in AWS where your credentials are set up:
+
 ```bash
-cd benchmark/scripts
-pip install -r requirements.txt
 python run_load_test.py
 ```
 
diff --git a/benchmark/data/parsed_cloudwatch_logs.csv b/benchmark/data/parsed_cloudwatch_logs.csv
new file mode 100644
index 0000000..95387d2
--- /dev/null
+++ b/benchmark/data/parsed_cloudwatch_logs.csv
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diff --git a/benchmark/scripts/analyse_results.py b/benchmark/scripts/analyse_results.py
index ae4977e..baa4315 100644
--- a/benchmark/scripts/analyse_results.py
+++ b/benchmark/scripts/analyse_results.py
@@ -16,6 +16,7 @@ def save_plot(ax, plot_name: str) -> None:
 def print_and_plot_init_duration_by_language(data: pd.DataFrame) -> None:
     cold_starts = data[data["cold_start"] == True]
 
+
     print("Cold start times per language - p50, p95, p99")
     print(
         cold_starts.groupby("name")["init_duration_ms"]
@@ -24,7 +25,7 @@ def print_and_plot_init_duration_by_language(data: pd.DataFrame) -> None:
     )
     print("-" * 10)
 
-    ax = sns.histplot(x="init_duration_ms", hue="name", binwidth=20, data=data)
+    ax = sns.histplot(x="init_duration_ms", hue="name", binwidth=20, data=cold_starts)
     ax.set_title("Cold start times by language")
     ax.set_xlabel("Init duration (ms)")
     ax.set_ylabel("Count")
diff --git a/benchmark/scripts/plots/init_duration_by_language.svg b/benchmark/scripts/plots/init_duration_by_language.svg
new file mode 100644
index 0000000..8e3b3bc
--- /dev/null
+++ b/benchmark/scripts/plots/init_duration_by_language.svg
@@ -0,0 +1,6245 @@
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diff --git a/benchmark/scripts/results.txt b/benchmark/scripts/results.txt
new file mode 100644
index 0000000..9d86ed5
--- /dev/null
+++ b/benchmark/scripts/results.txt
@@ -0,0 +1,42 @@
+Cold start times per language - p50, p95, p99
+                0.50       0.95       0.99
+name                                      
+graalvm      640.980   656.6270   670.6214
+java        2137.855  2188.1975  2188.4635
+python       698.490   727.4095   728.1619
+ruby        1080.360  1127.6720  1134.0944
+rust          52.450    56.0250    56.0930
+typescript   391.820   412.3895   419.2219
+----------
+Fontconfig warning: using without calling FcInit()
+Total billed time by language
+            init_duration_ms  execution_time_ms  total_time  init_percentage
+name                                                                        
+graalvm              9606.27            25519.0    35125.27         0.273486
+java                42752.17           185737.0   228489.17         0.187108
+python              14009.31            42591.0    56600.31         0.247513
+ruby                19452.38            94184.0   113636.38         0.171181
+rust                  582.99            28363.0    28945.99         0.020141
+typescript           7869.81            61775.0    69644.81         0.112999
+----------
+Execution time quantiles by language
+          name quantile    value
+0      graalvm      0.5    16.00
+1      graalvm     0.95    35.00
+2      graalvm     0.99   954.76
+3         java      0.5   135.50
+4         java     0.95   268.25
+5         java     0.99  5168.89
+6       python      0.5    68.00
+7       python     0.95    93.00
+8       python     0.99   198.00
+9         ruby      0.5   132.00
+10        ruby     0.95   174.00
+11        ruby     0.99   881.96
+12        rust      0.5    42.00
+13        rust     0.95    58.00
+14        rust     0.99   404.00
+15  typescript      0.5    69.00
+16  typescript     0.95   201.95
+17  typescript     0.99   757.00
+----------
diff --git a/benchmark/scripts/run_load_test.py b/benchmark/scripts/run_load_test.py
index f7d3ab8..393c8ec 100644
--- a/benchmark/scripts/run_load_test.py
+++ b/benchmark/scripts/run_load_test.py
@@ -3,9 +3,10 @@
 from uuid import uuid4
 import json
 import boto3
+import os
 
 MAX_BATCH_SIZE = 10  # 10 is the limit on the SQS SendMessageBatch API
-EVENTS_PER_LAMBDA = 3000
+EVENTS_PER_LAMBDA = 3000 # Recommended to change to 1 if testing lambdas on Localstack
 
 
 class LiveLambdas(Enum):
@@ -14,6 +15,7 @@ class LiveLambdas(Enum):
     ruby = auto()
     python = auto()
     java = auto()
+    graalvm = auto()
 
 
 class User(TypedDict):
@@ -70,7 +72,7 @@ def send_events_to_queue(queue, num_events: int) -> None:
 
 
 if __name__ == "__main__":
-    sqs = boto3.resource("sqs")
+    sqs = boto3.resource("sqs", endpoint_url=os.getenv("AWS_ENDPOINT_URL"))
 
     for language in LiveLambdas:
         print(f"Running for {language.name}")
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..b929fc3
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,13 @@
+services:
+  localstack:
+    container_name: localstack
+    image: localstack/localstack:3.0.2
+    ports:
+      - 4566:4566
+      - 4510-4559:4510-4559
+    environment:
+      - DEBUG=${DEBUG-}
+      - DOCKER_HOST=unix:///var/run/docker.sock
+    volumes:
+      - $PWD/.localstack-volume:/var/lib/localstack
+      - "/var/run/docker.sock:/var/run/docker.sock"
diff --git a/infra/.terraform.lock.hcl b/infra/environment/.terraform.lock.hcl
similarity index 94%
rename from infra/.terraform.lock.hcl
rename to infra/environment/.terraform.lock.hcl
index 1c36244..04e3020 100644
--- a/infra/.terraform.lock.hcl
+++ b/infra/environment/.terraform.lock.hcl
@@ -5,6 +5,7 @@ provider "registry.opentofu.org/opentofu/aws" {
   version     = "5.69.0"
   constraints = "5.69.0"
   hashes = [
+    "h1:U2T/EeTZPLdDn34j4XD5VUnTrhNbTRqM6/XZypO8aDY=",
     "h1:bmyh6fXoWQJVLEPPb/jmd5qCWlSnVEdAoxQADqrKqUc=",
     "zh:120dffdf0c32d412a9b1f06810a863950c4e95b5438e35fd102cb0f893bfb0ba",
     "zh:22c42d0e42b0edaf45ccc080825cba0ee332d0b29ca5858ba35d4a042d1a5c83",
diff --git a/infra/dynamodb.tf b/infra/environment/dynamodb.tf
similarity index 100%
rename from infra/dynamodb.tf
rename to infra/environment/dynamodb.tf
diff --git a/infra/environment/lambda.tf b/infra/environment/lambda.tf
new file mode 100644
index 0000000..23afcb5
--- /dev/null
+++ b/infra/environment/lambda.tf
@@ -0,0 +1,73 @@
+module "typescript_lambda" {
+  source = "../modules/lambda"
+
+  source_file         = "../../../lambda/typescript/dist/index.zip"
+  language_name       = "typescript"
+  runtime             = "nodejs20.x"
+  handler             = "index.handler"
+  dynamodb_table_name = var.dynamodb_table_name
+  arch                = var.arch
+  reserved_concurrent_executions = var.reserved_concurrent_executions
+}
+
+module "rust_lambda" {
+  source = "../modules/lambda"
+
+  source_file         = "../../../lambda/rust/target/lambda/rust/bootstrap.zip"
+  language_name       = "rust"
+  runtime             = "provided.al2023"
+  handler             = "bootstrap"
+  dynamodb_table_name = var.dynamodb_table_name
+  arch                = var.arch
+  reserved_concurrent_executions = var.reserved_concurrent_executions
+}
+
+module "ruby_lambda" {
+  source = "../modules/lambda"
+
+  source_file         = "../../../lambda/ruby/deploy.zip"
+  language_name       = "ruby"
+  runtime             = var.ruby_runtime
+  handler             = "lambda_function.Lambda::Handler.process"
+  dynamodb_table_name = var.dynamodb_table_name
+  arch                = var.arch
+  reserved_concurrent_executions = var.reserved_concurrent_executions
+}
+
+module "python_lambda" {
+  source = "../modules/lambda"
+
+  source_file         = "../../../lambda/python/deploy.zip"
+  language_name       = "python"
+  runtime             = "python3.12"
+  handler             = "lambda_function.handler"
+  dynamodb_table_name = var.dynamodb_table_name
+  arch                = var.arch
+  reserved_concurrent_executions = var.reserved_concurrent_executions
+}
+
+module "java_lambda" {
+  source = "../modules/lambda"
+
+  source_file         = "../../../lambda/java/JavaLambda/target/JavaLambda.jar"
+  language_name       = "java"
+  runtime             = "java21"
+  handler             = "alex9smith.App::handleRequest"
+  dynamodb_table_name = var.dynamodb_table_name
+  timeout             = 10
+  arch                = var.arch
+  reserved_concurrent_executions = var.reserved_concurrent_executions
+}
+
+module "graalvm_lambda" {
+  source = "../modules/lambda"
+
+  source_file         = "../../../lambda/graalvm/GraalVMLambda/target/function-${var.arch}.zip"
+  language_name       = "graalvm"
+  runtime             = "provided.al2023"
+  handler             = "alex9smith.App::handleRequest"
+  dynamodb_table_name = var.dynamodb_table_name
+  timeout             = 10
+  arch                = var.arch
+  reserved_concurrent_executions = var.reserved_concurrent_executions
+}
diff --git a/infra/main.tf b/infra/environment/terraform.tf
similarity index 73%
rename from infra/main.tf
rename to infra/environment/terraform.tf
index 45b9776..7ec3d14 100644
--- a/infra/main.tf
+++ b/infra/environment/terraform.tf
@@ -7,6 +7,3 @@ terraform {
   }
 }
 
-provider "aws" {
-  region = "eu-west-2"
-}
diff --git a/infra/variables.tf b/infra/environment/variables.tf
similarity index 65%
rename from infra/variables.tf
rename to infra/environment/variables.tf
index abbd7ea..fd405b3 100644
--- a/infra/variables.tf
+++ b/infra/environment/variables.tf
@@ -19,3 +19,18 @@ variable "default_tags" {
     Application = "Lambda benchmark prototype"
   }
 }
+
+variable "arch" {
+  type = string
+  default = "arm64"
+}
+
+variable "ruby_runtime" {
+  type = string
+  default = "ruby3.3"
+}
+
+variable "reserved_concurrent_executions" {
+  type = number
+  default = 20
+}
diff --git a/infra/environments/local/.terraform.lock.hcl b/infra/environments/local/.terraform.lock.hcl
new file mode 100644
index 0000000..ae9c882
--- /dev/null
+++ b/infra/environments/local/.terraform.lock.hcl
@@ -0,0 +1,21 @@
+# This file is maintained automatically by "tofu init".
+# Manual edits may be lost in future updates.
+
+provider "registry.opentofu.org/opentofu/aws" {
+  version     = "5.69.0"
+  constraints = "5.69.0"
+  hashes = [
+    "h1:4rhzgp2XTwv8kDEUIWl7yUCk5fYu9eVH7VNheRTgp5Y=",
+    "h1:U2T/EeTZPLdDn34j4XD5VUnTrhNbTRqM6/XZypO8aDY=",
+    "zh:120dffdf0c32d412a9b1f06810a863950c4e95b5438e35fd102cb0f893bfb0ba",
+    "zh:22c42d0e42b0edaf45ccc080825cba0ee332d0b29ca5858ba35d4a042d1a5c83",
+    "zh:2b53841bed8787d914d687b0d295d7c5bce2adea6e306f2cacbef1f418abcdee",
+    "zh:338e4491a2136c48de3de5e7c1aad1e59c3cb029caebbc4d5bf9a27e5cc3882d",
+    "zh:4cec5ab455647659ac766ae5dcd576f2c527a977b285fac864cf2eaffa035874",
+    "zh:7146550606696505b32bd9db0ce1096f6738773063ba0c3e61063333e71b1204",
+    "zh:afbd454623d10c1b1e2f47c77689c72a8d845e321874549766fbb4eb082cfc77",
+    "zh:c28cf51df765fa939d343fae99210896b590b5f58c63c824f3a3e5f4f2fa1405",
+    "zh:c2dada7c25ab277573d57736041066df6f5eadbc6459a4302ff9f72cfdd4c287",
+    "zh:eca3546b97e3df0dc860b99534a32bc3b6f44c123545b03b6733adbf4f150466",
+  ]
+}
diff --git a/infra/environments/local/main.tf b/infra/environments/local/main.tf
new file mode 100644
index 0000000..391d37a
--- /dev/null
+++ b/infra/environments/local/main.tf
@@ -0,0 +1,12 @@
+locals {
+
+}
+
+module "environment" {
+  source = "../../environment"
+
+  owner = var.owner
+  arch = "arm64"
+  ruby_runtime = "ruby3.2"
+  reserved_concurrent_executions = 1
+}
diff --git a/infra/environments/local/terraform.tf b/infra/environments/local/terraform.tf
new file mode 100644
index 0000000..eac6692
--- /dev/null
+++ b/infra/environments/local/terraform.tf
@@ -0,0 +1,51 @@
+terraform {
+  required_providers {
+    aws = {
+      source  = "opentofu/aws"
+      version = "5.69.0"
+    }
+  }
+}
+
+provider "aws" {
+
+  access_key = "test"
+  secret_key = "test"
+  region     = "eu-west-2"
+
+  # only required for non virtual hosted-style endpoint use case.
+  # https://registry.terraform.io/providers/hashicorp/aws/latest/docs#s3_use_path_style
+  s3_use_path_style           = true
+  skip_credentials_validation = true
+  skip_metadata_api_check     = true
+
+  endpoints {
+    apigateway     = "http://localhost:4566"
+    apigatewayv2   = "http://localhost:4566"
+    cloudformation = "http://localhost:4566"
+    cloudwatch     = "http://localhost:4566"
+    cloudwatchlogs = "http://localhost:4566"
+    dynamodb       = "http://localhost:4566"
+    ec2            = "http://localhost:4566"
+    ecr            = "http://localhost:4566"
+    es             = "http://localhost:4566"
+    elasticache    = "http://localhost:4566"
+    firehose       = "http://localhost:4566"
+    iam            = "http://localhost:4566"
+    kinesis        = "http://localhost:4566"
+    lambda         = "http://localhost:4566"
+    rds            = "http://localhost:4566"
+    redshift       = "http://localhost:4566"
+    route53        = "http://localhost:4566"
+    s3             = "http://localhost:4566"
+    secretsmanager = "http://localhost:4566"
+    ses            = "http://localhost:4566"
+    sns            = "http://localhost:4566"
+    sqs            = "http://localhost:4566"
+    ssm            = "http://localhost:4566"
+    stepfunctions  = "http://localhost:4566"
+    sts            = "http://localhost:4566"
+  }
+
+}
+
diff --git a/infra/environments/local/variables.tf b/infra/environments/local/variables.tf
new file mode 100644
index 0000000..6a8604b
--- /dev/null
+++ b/infra/environments/local/variables.tf
@@ -0,0 +1,4 @@
+variable "owner" {
+  type = string
+  default = ""
+}
diff --git a/infra/environments/production/.terraform.lock.hcl b/infra/environments/production/.terraform.lock.hcl
new file mode 100644
index 0000000..46aa67d
--- /dev/null
+++ b/infra/environments/production/.terraform.lock.hcl
@@ -0,0 +1,20 @@
+# This file is maintained automatically by "tofu init".
+# Manual edits may be lost in future updates.
+
+provider "registry.opentofu.org/opentofu/aws" {
+  version     = "5.69.0"
+  constraints = "5.69.0"
+  hashes = [
+    "h1:U2T/EeTZPLdDn34j4XD5VUnTrhNbTRqM6/XZypO8aDY=",
+    "zh:120dffdf0c32d412a9b1f06810a863950c4e95b5438e35fd102cb0f893bfb0ba",
+    "zh:22c42d0e42b0edaf45ccc080825cba0ee332d0b29ca5858ba35d4a042d1a5c83",
+    "zh:2b53841bed8787d914d687b0d295d7c5bce2adea6e306f2cacbef1f418abcdee",
+    "zh:338e4491a2136c48de3de5e7c1aad1e59c3cb029caebbc4d5bf9a27e5cc3882d",
+    "zh:4cec5ab455647659ac766ae5dcd576f2c527a977b285fac864cf2eaffa035874",
+    "zh:7146550606696505b32bd9db0ce1096f6738773063ba0c3e61063333e71b1204",
+    "zh:afbd454623d10c1b1e2f47c77689c72a8d845e321874549766fbb4eb082cfc77",
+    "zh:c28cf51df765fa939d343fae99210896b590b5f58c63c824f3a3e5f4f2fa1405",
+    "zh:c2dada7c25ab277573d57736041066df6f5eadbc6459a4302ff9f72cfdd4c287",
+    "zh:eca3546b97e3df0dc860b99534a32bc3b6f44c123545b03b6733adbf4f150466",
+  ]
+}
diff --git a/infra/environments/production/main.tf b/infra/environments/production/main.tf
new file mode 100644
index 0000000..8df3791
--- /dev/null
+++ b/infra/environments/production/main.tf
@@ -0,0 +1,11 @@
+locals {
+
+}
+
+module "environment" {
+  source = "../../environment"
+
+  owner = var.owner
+  arch = "arm64"
+  ruby_runtime = "ruby3.2"
+}
diff --git a/infra/environments/production/terraform.tf b/infra/environments/production/terraform.tf
new file mode 100644
index 0000000..7ec3d14
--- /dev/null
+++ b/infra/environments/production/terraform.tf
@@ -0,0 +1,9 @@
+terraform {
+  required_providers {
+    aws = {
+      source  = "opentofu/aws"
+      version = "5.69.0"
+    }
+  }
+}
+
diff --git a/infra/environments/production/variables.tf b/infra/environments/production/variables.tf
new file mode 100644
index 0000000..6a8604b
--- /dev/null
+++ b/infra/environments/production/variables.tf
@@ -0,0 +1,4 @@
+variable "owner" {
+  type = string
+  default = ""
+}
diff --git a/infra/example.tfvars b/infra/example.tfvars
deleted file mode 100644
index 9fefc65..0000000
--- a/infra/example.tfvars
+++ /dev/null
@@ -1 +0,0 @@
-owner = ""
diff --git a/infra/lambda.tf b/infra/lambda.tf
deleted file mode 100644
index 1157fa7..0000000
--- a/infra/lambda.tf
+++ /dev/null
@@ -1,50 +0,0 @@
-module "typescript_lambda" {
-  source = "./modules/lambda"
-
-  source_file         = "../lambda/typescript/dist/index.zip"
-  language_name       = "typescript"
-  runtime             = "nodejs20.x"
-  handler             = "index.handler"
-  dynamodb_table_name = var.dynamodb_table_name
-}
-
-module "rust_lambda" {
-  source = "./modules/lambda"
-
-  source_file         = "../lambda/rust/target/lambda/rust/bootstrap.zip"
-  language_name       = "rust"
-  runtime             = "provided.al2023"
-  handler             = "bootstrap"
-  dynamodb_table_name = var.dynamodb_table_name
-}
-
-module "ruby_lambda" {
-  source = "./modules/lambda"
-
-  source_file         = "../lambda/ruby/deploy.zip"
-  language_name       = "ruby"
-  runtime             = "ruby3.3"
-  handler             = "lambda_function.Lambda::Handler.process"
-  dynamodb_table_name = var.dynamodb_table_name
-}
-
-module "python_lambda" {
-  source = "./modules/lambda"
-
-  source_file         = "../lambda/python/deploy.zip"
-  language_name       = "python"
-  runtime             = "python3.12"
-  handler             = "lambda_function.handler"
-  dynamodb_table_name = var.dynamodb_table_name
-}
-
-module "java_lambda" {
-  source = "./modules/lambda"
-
-  source_file         = "../lambda/java/JavaLambda/target/JavaLambda.jar"
-  language_name       = "java"
-  runtime             = "java21"
-  handler             = "alex9smith.App::handleRequest"
-  dynamodb_table_name = var.dynamodb_table_name
-  timeout             = 10
-}
diff --git a/infra/modules/lambda/lambda.tf b/infra/modules/lambda/lambda.tf
index 576075a..fe72b8e 100644
--- a/infra/modules/lambda/lambda.tf
+++ b/infra/modules/lambda/lambda.tf
@@ -5,10 +5,10 @@ resource "aws_lambda_function" "lambda" {
   handler                        = var.handler
   source_code_hash               = filebase64sha256(var.source_file)
   runtime                        = var.runtime
-  architectures                  = ["arm64"]
+  architectures                  = [var.arch]
   timeout                        = var.timeout
   tags                           = var.default_tags
-  reserved_concurrent_executions = 20
+  reserved_concurrent_executions = var.reserved_concurrent_executions
   memory_size                    = var.lambda_memory
 
   environment {
diff --git a/infra/modules/lambda/variables.tf b/infra/modules/lambda/variables.tf
index d8af1a9..703e5c9 100644
--- a/infra/modules/lambda/variables.tf
+++ b/infra/modules/lambda/variables.tf
@@ -36,3 +36,12 @@ variable "default_tags" {
   }
 }
 
+variable "arch" {
+  type = string
+  default = "arm64"
+}
+
+variable "reserved_concurrent_executions" {
+  type = number
+  default = 20
+}
diff --git a/lambda/graalvm/GraalVMLambda/.gitignore b/lambda/graalvm/GraalVMLambda/.gitignore
new file mode 100644
index 0000000..a221ac1
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/.gitignore
@@ -0,0 +1,2 @@
+target/
+.vscode/
diff --git a/lambda/graalvm/GraalVMLambda/README.md b/lambda/graalvm/GraalVMLambda/README.md
new file mode 100644
index 0000000..86d2392
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/README.md
@@ -0,0 +1,65 @@
+
+# App
+
+This project contains an AWS Lambda maven application with [AWS Java SDK 2.x](https://github.com/aws/aws-sdk-java-v2) dependencies.
+
+## Prerequisites
+
+- jenv (for managing multiple JDKs)
+- Apache Maven
+- Oracle GraalVM native image
+
+## Set up native-image compiler on OSX
+
+```
+brew install jenv
+# follow shell profile instructions
+brew install --cask graalvm/tap/graalvm-community-jdk21
+jenv add /Library/Java/JavaVirtualMachines/graalvm-community-openjdk-21/Contents/Home
+jenv global 21
+```
+
+Now there are lots of frustrating OSX errors to allow the JDK executables to run.
+
+Repeat:
+
+```
+AWS_REGION=eu-west-2 mvn -Pnative package
+```
+
+- click 'done' on popup
+- Settings -> Privacy & Security -> scroll to bottom -> 'open anyway'
+- re-run mvn -Pnative package
+- next time click 'open anyway' in the popup
+
+Once you get this error:
+
+```
+Error adding file to archive: .../lambda-benchmark/lambda/graalvm/GraalVMLambda/target/libaws-crt-jni.so -
+```
+
+You need to extract the linux arm64 jni from the CRT jar - by default on OSX only the darwin version is used which is not compatible with Localstack or the AWS Graviton2 lambdas.
+
+```
+jar xvf target/GraalVMLambda.jar jni/libaws-lambda-jni.linux-aarch_64.so
+mv jni/libaws-lambda-jni.linux-aarch_64.so target/libaws-crt-jni.so
+```
+
+Now the package command should work:
+
+```
+AWS_REGION=eu-west-2 mvn -Pnative package
+```
+
+This can be deployed into Localstack for testing but will not work in AWS (You'll get an error code 126 from the lambda runtime).
+
+To deploy to AWS there is a Github Workflow that will compile a compatible version via an arm64 linux worker. This outputs a function.zip artefact which itself contains a function.zip file which can be extracted and moved to target/function.zip. This should work when deployed to AWS via tofu.
+
+
+#### Testing it locally
+
+```
+AWS_REGION=eu-west-2 mvn test
+```
+
+This will only test the Java, not any of the GraalVM reflection - for that you need to deploy the native image to Localstack.
\ No newline at end of file
diff --git a/lambda/graalvm/GraalVMLambda/pom.xml b/lambda/graalvm/GraalVMLambda/pom.xml
new file mode 100644
index 0000000..6d8048a
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/pom.xml
@@ -0,0 +1,220 @@
+<?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">
+    <modelVersion>4.0.0</modelVersion>
+
+    <groupId>alex9smith</groupId>
+    <artifactId>GraalVMLambda</artifactId>
+    <version>1.0-SNAPSHOT</version>
+    <packaging>jar</packaging>
+    <properties>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+        <maven.compiler.source>1.8</maven.compiler.source>
+        <maven.compiler.target>1.8</maven.compiler.target>
+        <maven.shade.plugin.version>3.2.1</maven.shade.plugin.version>
+        <maven.compiler.plugin.version>3.6.1</maven.compiler.plugin.version>
+        <exec-maven-plugin.version>1.6.0</exec-maven-plugin.version>
+        <native.maven.plugin.version>0.10.6</native.maven.plugin.version>
+        <aws.java.sdk.version>2.31.33</aws.java.sdk.version>
+        <aws.lambda.java.version>1.2.3</aws.lambda.java.version>
+        <junit5.version>5.10.1</junit5.version>
+        <mainClass>com.amazonaws.services.lambda.runtime.api.client.AWSLambda</mainClass>
+    </properties>
+
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>software.amazon.awssdk</groupId>
+                <artifactId>bom</artifactId>
+                <version>${aws.java.sdk.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
+    <dependencies>
+        <dependency>
+            <groupId>software.amazon.awssdk</groupId>
+            <artifactId>dynamodb</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>software.amazon.awssdk</groupId>
+                    <artifactId>netty-nio-client</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>software.amazon.awssdk</groupId>
+                    <artifactId>apache-client</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+
+        <dependency>
+            <groupId>software.amazon.awssdk</groupId>
+            <artifactId>aws-crt-client</artifactId>
+        </dependency>
+
+        <dependency>
+            <groupId>software.amazon.awssdk.crt</groupId>
+            <artifactId>aws-crt</artifactId>
+            <version>0.20.5</version>
+            <classifier>linux-aarch_64</classifier>
+        </dependency>
+
+        <dependency>
+            <groupId>com.amazonaws</groupId>
+            <artifactId>aws-lambda-java-core</artifactId>
+            <version>${aws.lambda.java.version}</version>
+        </dependency>
+
+        <dependency>
+            <groupId>com.amazonaws</groupId>
+            <artifactId>aws-lambda-java-events</artifactId>
+            <version>3.15.0</version>
+        </dependency>
+
+        <!--native image dependency-->
+        <dependency>
+            <groupId>com.amazonaws</groupId>
+            <artifactId>aws-lambda-java-runtime-interface-client</artifactId>
+            <version>2.7.0</version>
+        </dependency>
+
+        <dependency>
+            <groupId>com.networknt</groupId>
+            <artifactId>json-schema-validator</artifactId>
+            <version>1.5.6</version>
+        </dependency>
+
+        <dependency>
+            <groupId>com.fasterxml.jackson.core</groupId>
+            <artifactId>jackson-databind</artifactId>
+            <version>2.18.3</version>
+        </dependency>
+
+        <!-- Test Dependencies -->
+        <dependency>
+            <groupId>org.junit.jupiter</groupId>
+            <artifactId>junit-jupiter</artifactId>
+            <version>${junit5.version}</version>
+            <scope>test</scope>
+        </dependency>
+    </dependencies>
+
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+                <version>${maven.compiler.plugin.version}</version>
+            </plugin>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-shade-plugin</artifactId>
+                <version>${maven.shade.plugin.version}</version>
+                <configuration>
+                    <createDependencyReducedPom>false</createDependencyReducedPom>
+                    <finalName>GraalVMLambda</finalName>
+                    <filters>
+                        <filter>
+                            <artifact>*:*</artifact>
+                            <excludes>
+                                <!-- Suppress module-info.class warning-->
+                                <exclude>module-info.class</exclude>
+                            </excludes>
+                        </filter>
+                    </filters>
+                </configuration>
+                <executions>
+                    <execution>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>shade</goal>
+                        </goals>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
+    </build>
+    <profiles>
+        <profile>
+            <id>native</id>
+            <build>
+                <plugins>
+                    <plugin>
+                    <groupId>org.graalvm.buildtools</groupId>
+                    <artifactId>native-maven-plugin</artifactId>
+                    <version>${native.maven.plugin.version}</version>
+                    <extensions>true</extensions>
+                    <executions>
+                        <execution>
+                        <id>build-native</id>
+                        <goals>
+                            <goal>compile-no-fork</goal>
+                        </goals>
+                        <phase>package</phase>
+                        </execution>
+                    </executions>
+                    <configuration>
+                        <buildArgs>
+                            <buildArg>--enable-url-protocols=http</buildArg>
+                        </buildArgs>
+                        <jvmArguments>
+                            -agentlib:native-image-agent=config-merge-dir=src/main/resources/META-INF/native-image/ --enable-preview
+                        </jvmArguments>
+                        <mainClass>${mainClass}</mainClass>
+                        <agent>
+                            <enabled>true</enabled>
+                            <defaultMode>Standard</defaultMode>
+                            <modes>
+                                <direct>config-output-dir=${project.build.directory}/native/agent-output</direct>
+                                <conditional>
+                                    <userCodeFilterPath>user-code-filter.json</userCodeFilterPath>
+                                    <extraFilterPath>extra-filter.json</extraFilterPath>
+                                    <parallel>true</parallel>
+                                </conditional>
+                            </modes>
+                            <options>
+                                <builtinCallerFilter>true</builtinCallerFilter>
+                                <builtinHeuristicFilter>true</builtinHeuristicFilter>
+                                <enableExperimentalPredefinedClasses>true</enableExperimentalPredefinedClasses>
+                                <enableExperimentalUnsafeAllocationTracing>
+                                    true
+                                </enableExperimentalUnsafeAllocationTracing>
+                                <trackReflectionMetadata>true</trackReflectionMetadata>
+                            </options>
+                            <metadataCopy>
+                                <merge>true</merge>
+                                <outputDirectory>src/main/resources/META-INF/native-image</outputDirectory>
+                            </metadataCopy>
+                        </agent>
+                        <verbose>true</verbose>
+                    </configuration>
+                    </plugin>
+                    <plugin>
+                        <groupId>org.apache.maven.plugins</groupId>
+                        <artifactId>maven-assembly-plugin</artifactId>
+                        <version>3.3.0</version>
+                        <executions>
+                            <execution>
+                                <id>zip-assembly</id>
+                                <phase>package</phase>
+                                <goals>
+                                    <goal>single</goal>
+                                </goals>
+                                <configuration>
+                                    <finalName>function</finalName>
+                                    <descriptors>
+                                        <descriptor>src/assembly/zip.xml</descriptor>
+                                    </descriptors>
+                                    <attach>false</attach>
+                                    <appendAssemblyId>false</appendAssemblyId>
+                                </configuration>
+                            </execution>
+                        </executions>
+                    </plugin>
+                </plugins>
+            </build>
+        </profile>
+    </profiles>
+
+</project>
diff --git a/lambda/graalvm/GraalVMLambda/src/assembly/zip.xml b/lambda/graalvm/GraalVMLambda/src/assembly/zip.xml
new file mode 100644
index 0000000..9b0fe7d
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/assembly/zip.xml
@@ -0,0 +1,29 @@
+<assembly xmlns="http://maven.apache.org/ASSEMBLY/2.1.0"
+          xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+          xsi:schemaLocation="http://maven.apache.org/ASSEMBLY/2.1.0 http://maven.apache.org/xsd/assembly-2.1.0.xsd">
+    <id>lambda-package</id>
+    <formats>
+        <format>zip</format>
+    </formats>
+    <includeBaseDirectory>false</includeBaseDirectory>
+    <files>
+        <file>
+            <source>${project.build.directory}${file.separator}GraalVMLambda</source>
+            <outputDirectory>${file.separator}</outputDirectory>
+            <destName>GraalVMLambda</destName>
+            <fileMode>777</fileMode>
+        </file>
+        <file>
+            <source>src${file.separator}main${file.separator}config${file.separator}bootstrap</source>
+            <outputDirectory>${file.separator}</outputDirectory>
+            <destName>bootstrap</destName>
+            <fileMode>777</fileMode>
+        </file>
+        <file>
+            <source>target${file.separator}libaws-crt-jni.so</source>
+            <outputDirectory>${file.separator}</outputDirectory>
+            <destName>libaws-crt-jni.so</destName>
+            <fileMode>777</fileMode>
+        </file>
+    </files>
+</assembly>
diff --git a/lambda/graalvm/GraalVMLambda/src/main/config/bootstrap b/lambda/graalvm/GraalVMLambda/src/main/config/bootstrap
new file mode 100644
index 0000000..bd9d080
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/config/bootstrap
@@ -0,0 +1,3 @@
+#!/usr/bin/env bash
+
+./GraalVMLambda $_HANDLER
diff --git a/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/App.java b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/App.java
new file mode 100644
index 0000000..769654d
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/App.java
@@ -0,0 +1,110 @@
+package alex9smith;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+
+import com.amazonaws.services.lambda.runtime.Context;
+import com.amazonaws.services.lambda.runtime.RequestHandler;
+import com.amazonaws.services.lambda.runtime.events.SQSEvent;
+import com.amazonaws.services.lambda.runtime.events.SQSEvent.SQSMessage;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.networknt.schema.InputFormat;
+import com.networknt.schema.JsonSchema;
+import com.networknt.schema.JsonSchemaFactory;
+import com.networknt.schema.SpecVersion.VersionFlag;
+
+import software.amazon.awssdk.services.dynamodb.DynamoDbAsyncClient;
+import software.amazon.awssdk.services.dynamodb.model.PutItemRequest;
+import software.amazon.awssdk.services.dynamodb.model.PutItemResponse;
+
+/**
+ * Lambda function entry point. You can change to use other pojo type or
+ * implement
+ * a different RequestHandler.
+ *
+ * @see <a
+ *      href=https://docs.aws.amazon.com/lambda/latest/dg/java-handler.html>Lambda
+ *      Java Handler</a> for more information
+ */
+public class App implements RequestHandler<SQSEvent, Object> {
+  private final DynamoDbAsyncClient dynamoDbClient;
+  private final JsonSchema jsonSchema;
+  private final ObjectMapper objectMapper;
+  private final String tableName;
+
+  public App() {
+    String schemaData = "{\n" + //
+        "  \"$schema\": \"http://json-schema.org/draft-07/schema#\",\n" + //
+        "  \"type\": \"object\",\n" + //
+        "  \"properties\": {\n" + //
+        "    \"eventId\": {\n" + //
+        "      \"type\": \"string\",\n" + //
+        "      \"maxLength\": 128\n" + //
+        "    },\n" + //
+        "    \"emitterCode\": {\n" + //
+        "      \"type\": \"integer\",\n" + //
+        "      \"minimum\": 0,\n" + //
+        "      \"maximum\": 100\n" + //
+        "    },\n" + //
+        "    \"action\": {\n" + //
+        "      \"type\": \"string\",\n" + //
+        "      \"enum\": [\"sign_in\", \"sign_out\", \"create_account\", \"delete_account\"]\n" + //
+        "    },\n" + //
+        "    \"user\": {\n" + //
+        "      \"type\": \"object\",\n" + //
+        "      \"properties\": {\n" + //
+        "        \"id\": {\n" + //
+        "          \"type\": \"string\",\n" + //
+        "          \"maxLength\": 128\n" + //
+        "        },\n" + //
+        "        \"sessionId\": {\n" + //
+        "          \"type\": \"string\",\n" + //
+        "          \"maxLength\": 128\n" + //
+        "        },\n" + //
+        "        \"deviceId\": {\n" + //
+        "          \"type\": \"string\",\n" + //
+        "          \"maxLength\": 128\n" + //
+        "        }\n" + //
+        "      },\n" + //
+        "      \"required\": [\"id\", \"sessionId\"]\n" + //
+        "    }\n" + //
+        "  },\n" + //
+        "  \"required\": [\"eventId\", \"emitterCode\", \"action\", \"user\"]\n" + //
+        "}\n";
+
+    dynamoDbClient = DependencyFactory.dynamoDbClient();
+    JsonSchemaFactory factory = JsonSchemaFactory.getInstance(VersionFlag.V7);
+    jsonSchema = factory.getSchema(schemaData);
+    objectMapper = new ObjectMapper();
+    tableName = System.getenv("TABLE_NAME");
+
+  }
+
+  @Override
+  public SQSEvent handleRequest(final SQSEvent input, final Context context) {
+    ArrayList<CompletableFuture<PutItemResponse>> futures = new ArrayList<>();
+    for (SQSMessage message : input.getRecords()) {
+      try {
+        jsonSchema.validate(message.getBody(), InputFormat.JSON);
+        Event event = objectMapper.readValue(message.getBody(), Event.class);
+        PutItemRequest request = PutItemRequest.builder()
+            .tableName(tableName)
+            .item(event.toAttributeMap())
+            .build();
+        futures.add(dynamoDbClient.putItem(request));
+
+      } catch (JsonProcessingException e) {
+        e.printStackTrace();
+        System.exit(1);
+      }
+
+    }
+
+    List<PutItemResponse> results = futures.stream().map(CompletableFuture::join).toList();
+    System.out.println(results.size());
+
+    return input;
+  }
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/DependencyFactory.java b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/DependencyFactory.java
new file mode 100644
index 0000000..b9b7441
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/DependencyFactory.java
@@ -0,0 +1,27 @@
+
+package alex9smith;
+
+import software.amazon.awssdk.auth.credentials.EnvironmentVariableCredentialsProvider;
+import software.amazon.awssdk.core.SdkSystemSetting;
+import software.amazon.awssdk.http.crt.AwsCrtAsyncHttpClient;
+import software.amazon.awssdk.regions.Region;
+import software.amazon.awssdk.services.dynamodb.DynamoDbAsyncClient;
+
+/**
+ * The module containing all dependencies required by the {@link App}.
+ */
+public class DependencyFactory {
+
+    private DependencyFactory() {}
+
+    /**
+     * @return an instance of DynamoDbAsyncClient
+     */
+    public static DynamoDbAsyncClient dynamoDbClient() {
+        return DynamoDbAsyncClient.builder()
+                       .credentialsProvider(EnvironmentVariableCredentialsProvider.create())
+                       .region(Region.of(System.getenv(SdkSystemSetting.AWS_REGION.environmentVariable())))
+                       .httpClientBuilder(AwsCrtAsyncHttpClient.builder())
+                       .build();
+    }
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/Event.java b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/Event.java
new file mode 100644
index 0000000..f198729
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/Event.java
@@ -0,0 +1,45 @@
+package alex9smith;
+
+import java.util.HashMap;
+import java.util.Map;
+
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.fasterxml.jackson.annotation.JsonPropertyOrder;
+
+import software.amazon.awssdk.services.dynamodb.model.AttributeValue;
+
+@JsonInclude(JsonInclude.Include.NON_NULL)
+@JsonPropertyOrder({
+    "eventId",
+    "emitterCode",
+    "action",
+    "user"
+})
+public class Event {
+  @JsonProperty("eventId")
+  private String eventId;
+
+  @JsonProperty("emitterCode")
+  private int emitterCode;
+
+  @JsonProperty("action")
+  private String action;
+
+  @JsonProperty("user")
+  private User user;
+
+  public Event() {
+    super();
+  }
+
+  public Map<String, AttributeValue> toAttributeMap() {
+    HashMap<String, AttributeValue> map = new HashMap<>();
+    map.put("eventId", AttributeValue.fromS(eventId));
+    map.put("emitterCode", AttributeValue.fromN(String.valueOf(emitterCode)));
+    map.put("action", AttributeValue.fromS(action));
+    map.put("user", AttributeValue.fromM(user.toAttributeMap()));
+
+    return map;
+  }
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/User.java b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/User.java
new file mode 100644
index 0000000..d75ed06
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/java/alex9smith/User.java
@@ -0,0 +1,40 @@
+package alex9smith;
+
+import java.util.HashMap;
+import java.util.Map;
+
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.fasterxml.jackson.annotation.JsonPropertyOrder;
+
+import software.amazon.awssdk.services.dynamodb.model.AttributeValue;
+
+@JsonInclude(JsonInclude.Include.NON_NULL)
+@JsonPropertyOrder({
+    "id",
+    "sessionId",
+    "deviceId"
+})
+public class User {
+  @JsonProperty("id")
+  private String id;
+
+  @JsonProperty("sessionId")
+  private String sessionId;
+
+  @JsonProperty("deviceId")
+  private String deviceId;
+
+  public User() {
+    super();
+  }
+
+  public Map<String, AttributeValue> toAttributeMap() {
+    HashMap<String, AttributeValue> map = new HashMap<>();
+    map.put("id", AttributeValue.fromS(id));
+    map.put("sessionId", AttributeValue.fromS(sessionId));
+    map.put("deviceId", AttributeValue.fromS(deviceId));
+
+    return map;
+  }
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-core/reflect-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-core/reflect-config.json
new file mode 100644
index 0000000..f45aea9
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-core/reflect-config.json
@@ -0,0 +1,13 @@
+[
+  {
+    "name":"com.amazonaws.services.lambda.runtime.LambdaRuntime",
+    "methods":[{"name":"<init>","parameterTypes":[] }],
+    "fields":[{"name":"logger"}],
+    "allPublicMethods":true
+  },
+  {
+    "name":"com.amazonaws.services.lambda.runtime.LambdaRuntimeInternal",
+    "methods":[{"name":"<init>","parameterTypes":[] }],
+    "allPublicMethods":true
+  }
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-events/reflect-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-events/reflect-config.json
new file mode 100644
index 0000000..cf86f4f
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-events/reflect-config.json
@@ -0,0 +1,44 @@
+[
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPEvent",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  },
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPEvent$RequestContext",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  },
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPEvent$RequestContext$Authorizer",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  },
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPEvent$RequestContext$Authorizer$JWT",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  },
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPEvent$RequestContext$CognitoIdentity",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  },
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPEvent$RequestContext$Http",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  },
+  {
+    "name": "com.amazonaws.services.lambda.runtime.events.APIGatewayV2HTTPResponse",
+    "allDeclaredFields": true,
+    "allDeclaredMethods": true,
+    "allDeclaredConstructors": true
+  }
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/jni-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/jni-config.json
new file mode 100644
index 0000000..3d5b6cf
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/jni-config.json
@@ -0,0 +1,16 @@
+[
+  {
+    "name":"com.amazonaws.services.lambda.runtime.api.client.runtimeapi.LambdaRuntimeClientException",
+    "methods":[{"name":"<init>","parameterTypes":["java.lang.String","int"] }]
+  },
+  {
+    "name":"com.amazonaws.services.lambda.runtime.api.client.runtimeapi.dto.InvocationRequest",
+    "fields":[{"name":"id"}, {"name":"invokedFunctionArn"}, {"name":"deadlineTimeInMs"}, {"name":"xrayTraceId"}, {"name":"clientContext"}, {"name":"cognitoIdentity"}, {"name":"content"}, {"name":"tenantId"}],
+    "allPublicMethods":true
+  },
+  {
+    "name":"java.lang.Boolean",
+    "methods":[{"name":"getBoolean","parameterTypes":["java.lang.String"] }]
+  }
+
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/reflect-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/reflect-config.json
new file mode 100644
index 0000000..60f9a80
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/reflect-config.json
@@ -0,0 +1,63 @@
+[
+  {
+    "name":"com.amazonaws.lambda.thirdparty.com.fasterxml.jackson.databind.deser.Deserializers[]"
+  },
+  {
+    "name":"com.amazonaws.lambda.thirdparty.com.fasterxml.jackson.databind.ext.Java7SupportImpl",
+    "methods":[{"name":"<init>","parameterTypes":[] }]
+  },
+  {
+    "name":"com.amazonaws.services.lambda.runtime.LambdaRuntime",
+    "fields":[{"name":"logger"}]
+  },
+  {
+    "name":"java.lang.Void",
+    "methods":[{"name":"<init>","parameterTypes":[] }]
+  },
+  {
+    "name":"java.util.Collections$UnmodifiableMap",
+    "fields":[{"name":"m"}]
+  },
+  {
+    "name":"jdk.internal.module.IllegalAccessLogger",
+    "fields":[{"name":"logger"}]
+  },
+  {
+    "name":"sun.misc.Unsafe",
+    "fields":[{"name":"theUnsafe"}]
+  },
+  {
+    "name":"com.amazonaws.services.lambda.runtime.api.client.runtimeapi.dto.InvocationRequest",
+    "fields":[{"name":"id"}, {"name":"invokedFunctionArn"}, {"name":"deadlineTimeInMs"}, {"name":"xrayTraceId"}, {"name":"clientContext"}, {"name":"cognitoIdentity"}, {"name":"content"}, {"name":"tenantId"}],
+    "allPublicMethods":true
+  },
+  {
+    "name":"com.amazonaws.services.lambda.runtime.events.SQSEvent$SQSMessage",
+    "allDeclaredFields":true,
+    "allDeclaredClasses":true,
+    "allPublicMethods":true,
+    "queryAllDeclaredMethods":true,
+    "queryAllPublicMethods":true,
+    "queryAllDeclaredConstructors":true,
+    "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"setBody","parameterTypes":["java.lang.String"] }, {"name":"getMessageId","parameterTypes":[] }, {"name":"getReceiptHandle","parameterTypes":[] }]
+  },
+  {
+    "name":"com.amazonaws.services.lambda.runtime.events.SQSEvent",
+    "allDeclaredFields":true,
+    "allDeclaredClasses":true,
+    "allPublicMethods":true,
+    "queryAllDeclaredMethods":true,
+    "queryAllPublicMethods":true,
+    "queryAllDeclaredConstructors":true,
+    "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"setRecords","parameterTypes":["java.util.List"]}, {"name":"getRecords","parameterTypes":[]} ]
+  },
+  {
+    "name":"org.joda.time.DateTime",
+    "allDeclaredFields":true,
+    "allDeclaredClasses":true,
+    "queryAllDeclaredMethods":true,
+    "queryAllPublicMethods":true,
+    "queryAllDeclaredConstructors":true,
+    "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"handleRequest_shouldReturnConstantValue","parameterTypes":[] }]
+  }
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/resource-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/resource-config.json
new file mode 100644
index 0000000..bed22cb
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-runtime-interface-client/resource-config.json
@@ -0,0 +1,19 @@
+{
+  "resources": {
+    "includes": [
+      {
+        "pattern": "\\Qjni/libaws-lambda-jni.linux-aarch_64.so\\E"
+      },
+      {
+        "pattern": "\\Qjni/libaws-lambda-jni.linux_musl-aarch_64.so\\E"
+      },
+      {
+        "pattern": "\\Qjni/libaws-lambda-jni.linux-x86_64.so\\E"
+      },
+      {
+        "pattern": "\\Qjni/libaws-lambda-jni.linux_musl-x86_64.so\\E"
+      }
+    ]
+  },
+  "bundles": []
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-serialization/reflect-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-serialization/reflect-config.json
new file mode 100644
index 0000000..8216810
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/com.amazonaws/aws-lambda-java-serialization/reflect-config.json
@@ -0,0 +1,16 @@
+[
+  {
+    "name":"com.amazonaws.lambda.thirdparty.com.fasterxml.jackson.databind.deser.Deserializers[]"
+  },
+  {
+    "name":"com.amazonaws.lambda.thirdparty.com.fasterxml.jackson.databind.ext.Java7HandlersImpl",
+    "methods":[{"name":"<init>","parameterTypes":[] }]
+  },
+  {
+    "name":"com.amazonaws.lambda.thirdparty.com.fasterxml.jackson.databind.ext.Java7SupportImpl",
+    "methods":[{"name":"<init>","parameterTypes":[] }]
+  },
+  {
+    "name":"com.amazonaws.lambda.thirdparty.com.fasterxml.jackson.databind.ser.Serializers[]"
+  }
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/jni-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/jni-config.json
new file mode 100644
index 0000000..b83181a
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/jni-config.json
@@ -0,0 +1,499 @@
+[
+{
+  "name":"java.lang.Boolean",
+  "methods":[{"name":"<init>","parameterTypes":["boolean"] }, {"name":"booleanValue","parameterTypes":[] }, {"name":"getBoolean","parameterTypes":["java.lang.String"] }]
+},
+{
+  "name":"java.lang.Integer",
+  "methods":[{"name":"<init>","parameterTypes":["int"] }, {"name":"intValue","parameterTypes":[] }]
+},
+{
+  "name":"java.lang.Long",
+  "methods":[{"name":"<init>","parameterTypes":["long"] }, {"name":"longValue","parameterTypes":[] }]
+},
+{
+  "name":"java.nio.Buffer",
+  "methods":[{"name":"capacity","parameterTypes":[] }, {"name":"limit","parameterTypes":[] }, {"name":"position","parameterTypes":[] }, {"name":"remaining","parameterTypes":[] }]
+},
+{
+  "name":"java.nio.ByteBuffer",
+  "methods":[{"name":"limit","parameterTypes":["int"] }, {"name":"position","parameterTypes":["int"] }, {"name":"wrap","parameterTypes":["byte[]"] }]
+},
+{
+  "name":"java.util.ArrayList",
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"get","parameterTypes":["int"] }, {"name":"size","parameterTypes":[] }]
+},
+{
+  "name":"java.util.List",
+  "methods":[{"name":"add","parameterTypes":["java.lang.Object"] }, {"name":"get","parameterTypes":["int"] }, {"name":"size","parameterTypes":[] }]
+},
+{
+  "name":"java.util.concurrent.CompletableFuture",
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"complete","parameterTypes":["java.lang.Object"] }, {"name":"completeExceptionally","parameterTypes":["java.lang.Throwable"] }]
+},
+{
+  "name":"java.util.function.Consumer",
+  "methods":[{"name":"accept","parameterTypes":["java.lang.Object"] }]
+},
+{
+  "name":"java.util.function.Predicate",
+  "methods":[{"name":"test","parameterTypes":["java.lang.Object"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.AsyncCallback",
+  "methods":[{"name":"onFailure","parameterTypes":["java.lang.Throwable"] }, {"name":"onSuccess","parameterTypes":[] }, {"name":"onSuccess","parameterTypes":["java.lang.Object"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.CRT",
+  "methods":[{"name":"testJniException","parameterTypes":["boolean"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.CrtResource",
+  "methods":[{"name":"addRef","parameterTypes":[] }, {"name":"close","parameterTypes":[] }, {"name":"getNativeHandle","parameterTypes":[] }, {"name":"releaseReferences","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.CrtRuntimeException",
+  "fields":[{"name":"errorCode"}],
+  "methods":[{"name":"<init>","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.SystemInfo$CpuInfo",
+  "methods":[{"name":"<init>","parameterTypes":["int","boolean"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.credentials.CognitoCredentialsProvider",
+  "methods":[{"name":"createChainedFuture","parameterTypes":["long","java.util.concurrent.CompletableFuture"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.credentials.CognitoLoginTokenSource",
+  "methods":[{"name":"startLoginTokenFetch","parameterTypes":["java.util.concurrent.CompletableFuture"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.credentials.Credentials",
+  "fields":[{"name":"accessKeyId"}, {"name":"expirationTimePointSecs"}, {"name":"secretAccessKey"}, {"name":"sessionToken"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.credentials.CredentialsProvider",
+  "methods":[{"name":"onGetCredentialsComplete","parameterTypes":["java.util.concurrent.CompletableFuture","int","software.amazon.awssdk.crt.auth.credentials.Credentials"] }, {"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.credentials.DelegateCredentialsHandler",
+  "methods":[{"name":"getCredentials","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.signing.AwsSigningConfig",
+  "fields":[{"name":"algorithm"}, {"name":"credentials"}, {"name":"credentialsProvider"}, {"name":"expirationInSeconds"}, {"name":"omitSessionToken"}, {"name":"region"}, {"name":"service"}, {"name":"shouldNormalizeUriPath"}, {"name":"shouldSignHeader"}, {"name":"signatureType"}, {"name":"signedBodyHeader"}, {"name":"signedBodyValue"}, {"name":"time"}, {"name":"useDoubleUriEncode"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.auth.signing.AwsSigningResult",
+  "fields":[{"name":"signature"}, {"name":"signedRequest"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.cal.EccKeyPair",
+  "methods":[{"name":"<init>","parameterTypes":["long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ClientConnectionContinuationHandler",
+  "methods":[{"name":"onContinuationClosedShim","parameterTypes":[] }, {"name":"onContinuationMessageShim","parameterTypes":["byte[]","byte[]","int","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ClientConnectionHandler",
+  "methods":[{"name":"onConnectionClosedShim","parameterTypes":["int"] }, {"name":"onConnectionSetupShim","parameterTypes":["long","int"] }, {"name":"onProtocolMessage","parameterTypes":["byte[]","byte[]","int","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.MessageFlushCallback",
+  "methods":[{"name":"onCallbackInvoked","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ServerConnection",
+  "methods":[{"name":"<init>","parameterTypes":["long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ServerConnectionContinuation",
+  "methods":[{"name":"<init>","parameterTypes":["long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ServerConnectionContinuationHandler",
+  "methods":[{"name":"onContinuationClosedShim","parameterTypes":[] }, {"name":"onContinuationMessageShim","parameterTypes":["byte[]","byte[]","int","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ServerConnectionHandler",
+  "methods":[{"name":"onIncomingStream","parameterTypes":["software.amazon.awssdk.crt.eventstream.ServerConnectionContinuation","byte[]"] }, {"name":"onProtocolMessage","parameterTypes":["byte[]","byte[]","int","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ServerListener",
+  "methods":[{"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.eventstream.ServerListenerHandler",
+  "methods":[{"name":"onConnectionShutdownShim","parameterTypes":["software.amazon.awssdk.crt.eventstream.ServerConnection","int"] }, {"name":"onNewConnection","parameterTypes":["software.amazon.awssdk.crt.eventstream.ServerConnection","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.Http2Stream",
+  "methods":[{"name":"<init>","parameterTypes":["long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.Http2StreamManager",
+  "methods":[{"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpClientConnection",
+  "methods":[{"name":"onConnectionAcquired","parameterTypes":["java.util.concurrent.CompletableFuture","long","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpClientConnectionManager",
+  "methods":[{"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpHeader",
+  "methods":[{"name":"<init>","parameterTypes":["byte[]","byte[]"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpManagerMetrics",
+  "methods":[{"name":"<init>","parameterTypes":["long","long","long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpProxyOptions",
+  "methods":[{"name":"getAuthorizationPassword","parameterTypes":[] }, {"name":"getAuthorizationType","parameterTypes":[] }, {"name":"getAuthorizationUsername","parameterTypes":[] }, {"name":"getConnectionType","parameterTypes":[] }, {"name":"getHost","parameterTypes":[] }, {"name":"getPort","parameterTypes":[] }, {"name":"getTlsContext","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpProxyOptions$HttpProxyAuthorizationType",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpProxyOptions$HttpProxyConnectionType",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpRequest",
+  "methods":[{"name":"<init>","parameterTypes":["java.nio.ByteBuffer","software.amazon.awssdk.crt.http.HttpRequestBodyStream"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpRequestBase",
+  "fields":[{"name":"bodyStream"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpRequestBodyStream",
+  "methods":[{"name":"getLength","parameterTypes":[] }, {"name":"resetPosition","parameterTypes":[] }, {"name":"sendRequestBody","parameterTypes":["java.nio.ByteBuffer"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpStream",
+  "methods":[{"name":"<init>","parameterTypes":["long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpStream$HttpStreamWriteChunkCompletionCallback",
+  "methods":[{"name":"onChunkCompleted","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpStreamMetrics",
+  "methods":[{"name":"<init>","parameterTypes":["long","long","long","long","long","long","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.http.HttpStreamResponseHandlerNativeAdapter",
+  "methods":[{"name":"onMetrics","parameterTypes":["software.amazon.awssdk.crt.http.HttpStreamBase","software.amazon.awssdk.crt.http.HttpStreamMetrics"] }, {"name":"onResponseBody","parameterTypes":["software.amazon.awssdk.crt.http.HttpStreamBase","java.nio.ByteBuffer"] }, {"name":"onResponseComplete","parameterTypes":["software.amazon.awssdk.crt.http.HttpStreamBase","int"] }, {"name":"onResponseHeaders","parameterTypes":["software.amazon.awssdk.crt.http.HttpStreamBase","int","int","java.nio.ByteBuffer"] }, {"name":"onResponseHeadersDone","parameterTypes":["software.amazon.awssdk.crt.http.HttpStreamBase","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.ClientBootstrap",
+  "methods":[{"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.DirectoryEntry",
+  "fields":[{"name":"fileSize"}, {"name":"isDirectory"}, {"name":"isFile"}, {"name":"isSymLink"}, {"name":"path"}, {"name":"relativePath"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.DirectoryTraversalHandler",
+  "methods":[{"name":"onDirectoryEntry","parameterTypes":["software.amazon.awssdk.crt.io.DirectoryEntry"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.EventLoopGroup",
+  "methods":[{"name":"onCleanupComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.ExponentialBackoffRetryOptions",
+  "fields":[{"name":"backoffScaleFactorMS"}, {"name":"eventLoopGroup"}, {"name":"jitterMode"}, {"name":"maxRetries"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.ExponentialBackoffRetryOptions$JitterMode",
+  "fields":[{"name":"value"}],
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.StandardRetryOptions",
+  "fields":[{"name":"backoffRetryOptions"}, {"name":"initialBucketCapacity"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.TlsContextCustomKeyOperationOptions",
+  "fields":[{"name":"certificateFileContents"}, {"name":"certificateFilePath"}, {"name":"operationHandler"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.TlsContextPkcs11Options",
+  "fields":[{"name":"certificateFileContents"}, {"name":"certificateFilePath"}, {"name":"pkcs11Lib"}, {"name":"privateKeyObjectLabel"}, {"name":"slotId"}, {"name":"tokenLabel"}, {"name":"userPin"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.TlsKeyOperation",
+  "methods":[{"name":"<init>","parameterTypes":["long","byte[]","int","int","int"] }, {"name":"invokePerformOperation","parameterTypes":["software.amazon.awssdk.crt.io.TlsKeyOperationHandler","software.amazon.awssdk.crt.io.TlsKeyOperation"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.io.TlsKeyOperationHandler",
+  "methods":[{"name":"performOperation","parameterTypes":["software.amazon.awssdk.crt.io.TlsKeyOperation"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.IncomingPublishEvent",
+  "methods":[{"name":"<init>","parameterTypes":["byte[]","java.lang.String"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.MqttRequestResponse",
+  "fields":[{"name":"payload"}, {"name":"topic"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.RequestResponseOperation",
+  "fields":[{"name":"correlationToken"}, {"name":"payload"}, {"name":"publishTopic"}, {"name":"responsePaths"}, {"name":"subscriptions"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.ResponsePath",
+  "fields":[{"name":"correlationTokenJsonPath"}, {"name":"responseTopic"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.StreamingOperationOptions",
+  "fields":[{"name":"incomingPublishEventCallback"}, {"name":"subscriptionStatusEventCallback"}, {"name":"topic"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.SubscriptionStatusEvent",
+  "methods":[{"name":"<init>","parameterTypes":["software.amazon.awssdk.crt.iot.SubscriptionStatusEventType","int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.iot.SubscriptionStatusEventType",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt.MqttClientConnection",
+  "methods":[{"name":"onConnectionClosed","parameterTypes":[] }, {"name":"onConnectionComplete","parameterTypes":["int","boolean"] }, {"name":"onConnectionFailure","parameterTypes":["int"] }, {"name":"onConnectionInterrupted","parameterTypes":["int","software.amazon.awssdk.crt.AsyncCallback"] }, {"name":"onConnectionResumed","parameterTypes":["boolean"] }, {"name":"onConnectionSuccess","parameterTypes":["boolean"] }, {"name":"onWebsocketHandshake","parameterTypes":["software.amazon.awssdk.crt.http.HttpRequest","long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt.MqttClientConnection$MessageHandler",
+  "methods":[{"name":"deliver","parameterTypes":["java.lang.String","byte[]","boolean","int","boolean"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt.MqttClientConnectionOperationStatistics",
+  "fields":[{"name":"incompleteOperationCount"}, {"name":"incompleteOperationSize"}, {"name":"unackedOperationCount"}, {"name":"unackedOperationSize"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt.MqttException",
+  "methods":[{"name":"<init>","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5Client",
+  "fields":[{"name":"websocketHandshakeTransform"}],
+  "methods":[{"name":"onWebsocketHandshake","parameterTypes":["software.amazon.awssdk.crt.http.HttpRequest","long"] }, {"name":"setIsConnected","parameterTypes":["boolean"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOperationStatistics",
+  "fields":[{"name":"incompleteOperationCount"}, {"name":"incompleteOperationSize"}, {"name":"unackedOperationCount"}, {"name":"unackedOperationSize"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOptions",
+  "fields":[{"name":"ackTimeoutSeconds"}, {"name":"connackTimeoutMs"}, {"name":"extendedValidationAndFlowControlOptions"}, {"name":"hostName"}, {"name":"httpProxyOptions"}, {"name":"lifecycleEvents"}, {"name":"maxReconnectDelayMs"}, {"name":"minConnectedTimeToResetReconnectDelayMs"}, {"name":"minReconnectDelayMs"}, {"name":"offlineQueueBehavior"}, {"name":"pingTimeoutMs"}, {"name":"port"}, {"name":"publishEvents"}, {"name":"retryJitterMode"}, {"name":"sessionBehavior"}, {"name":"topicAliasingOptions"}],
+  "methods":[{"name":"getBootstrap","parameterTypes":[] }, {"name":"getExtendedValidationAndFlowControlOptions","parameterTypes":[] }, {"name":"getOfflineQueueBehavior","parameterTypes":[] }, {"name":"getRetryJitterMode","parameterTypes":[] }, {"name":"getSessionBehavior","parameterTypes":[] }, {"name":"getSocketOptions","parameterTypes":[] }, {"name":"getTlsContext","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOptions$ClientOfflineQueueBehavior",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOptions$ClientSessionBehavior",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOptions$ExtendedValidationAndFlowControlOptions",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOptions$LifecycleEvents",
+  "methods":[{"name":"onAttemptingConnect","parameterTypes":["software.amazon.awssdk.crt.mqtt5.Mqtt5Client","software.amazon.awssdk.crt.mqtt5.OnAttemptingConnectReturn"] }, {"name":"onConnectionFailure","parameterTypes":["software.amazon.awssdk.crt.mqtt5.Mqtt5Client","software.amazon.awssdk.crt.mqtt5.OnConnectionFailureReturn"] }, {"name":"onConnectionSuccess","parameterTypes":["software.amazon.awssdk.crt.mqtt5.Mqtt5Client","software.amazon.awssdk.crt.mqtt5.OnConnectionSuccessReturn"] }, {"name":"onDisconnection","parameterTypes":["software.amazon.awssdk.crt.mqtt5.Mqtt5Client","software.amazon.awssdk.crt.mqtt5.OnDisconnectionReturn"] }, {"name":"onStopped","parameterTypes":["software.amazon.awssdk.crt.mqtt5.Mqtt5Client","software.amazon.awssdk.crt.mqtt5.OnStoppedReturn"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.Mqtt5ClientOptions$PublishEvents",
+  "methods":[{"name":"onMessageReceived","parameterTypes":["software.amazon.awssdk.crt.mqtt5.Mqtt5Client","software.amazon.awssdk.crt.mqtt5.PublishReturn"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.NegotiatedSettings",
+  "fields":[{"name":"assignedClientID"}, {"name":"maximumPacketSizeToServer"}, {"name":"maximumQOS"}, {"name":"receiveMaximumFromServer"}, {"name":"rejoinedSession"}, {"name":"retainAvailable"}, {"name":"serverKeepAlive"}, {"name":"sessionExpiryInterval"}, {"name":"sharedSubscriptionsAvailable"}, {"name":"subscriptionIdentifiersAvailable"}, {"name":"topicAliasMaximumToClient"}, {"name":"topicAliasMaximumToServer"}, {"name":"wildcardSubscriptionsAvailable"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"nativeSetQOS","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.OnAttemptingConnectReturn",
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.OnConnectionFailureReturn",
+  "methods":[{"name":"<init>","parameterTypes":["int","software.amazon.awssdk.crt.mqtt5.packets.ConnAckPacket"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.OnConnectionSuccessReturn",
+  "methods":[{"name":"<init>","parameterTypes":["software.amazon.awssdk.crt.mqtt5.packets.ConnAckPacket","software.amazon.awssdk.crt.mqtt5.NegotiatedSettings"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.OnDisconnectionReturn",
+  "methods":[{"name":"<init>","parameterTypes":["int","software.amazon.awssdk.crt.mqtt5.packets.DisconnectPacket"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.OnStoppedReturn",
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.PublishResult",
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"<init>","parameterTypes":["software.amazon.awssdk.crt.mqtt5.packets.PubAckPacket"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.PublishReturn",
+  "methods":[{"name":"<init>","parameterTypes":["software.amazon.awssdk.crt.mqtt5.packets.PublishPacket"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.QOS",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.TopicAliasingOptions",
+  "fields":[{"name":"inboundBehavior"}, {"name":"inboundCacheMaxSize"}, {"name":"outboundBehavior"}, {"name":"outboundCacheMaxSize"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.TopicAliasingOptions$InboundTopicAliasBehaviorType",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.TopicAliasingOptions$OutboundTopicAliasBehaviorType",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.ConnAckPacket",
+  "fields":[{"name":"assignedClientIdentifier"}, {"name":"maximumPacketSize"}, {"name":"maximumQOS"}, {"name":"reasonCode"}, {"name":"reasonString"}, {"name":"receiveMaximum"}, {"name":"responseInformation"}, {"name":"retainAvailable"}, {"name":"serverKeepAlive"}, {"name":"serverReference"}, {"name":"sessionExpiryIntervalSeconds"}, {"name":"sessionPresent"}, {"name":"sharedSubscriptionsAvailable"}, {"name":"subscriptionIdentifiersAvailable"}, {"name":"topicAliasMaximum"}, {"name":"userProperties"}, {"name":"wildcardSubscriptionsAvailable"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"nativeAddMaximumQOS","parameterTypes":["int"] }, {"name":"nativeAddReasonCode","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.ConnAckPacket$ConnectReasonCode",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.ConnectPacket",
+  "fields":[{"name":"clientId"}, {"name":"keepAliveIntervalSeconds"}, {"name":"maximumPacketSizeBytes"}, {"name":"password"}, {"name":"receiveMaximum"}, {"name":"requestProblemInformation"}, {"name":"requestResponseInformation"}, {"name":"sessionExpiryIntervalSeconds"}, {"name":"userProperties"}, {"name":"username"}, {"name":"will"}, {"name":"willDelayIntervalSeconds"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.DisconnectPacket",
+  "fields":[{"name":"reasonCode"}, {"name":"reasonString"}, {"name":"serverReference"}, {"name":"sessionExpiryIntervalSeconds"}, {"name":"userProperties"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"getReasonCode","parameterTypes":[] }, {"name":"nativeAddDisconnectReasonCode","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.DisconnectPacket$DisconnectReasonCode",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.PubAckPacket",
+  "fields":[{"name":"reasonCode"}, {"name":"reasonString"}, {"name":"userProperties"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"nativeAddReasonCode","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.PubAckPacket$PubAckReasonCode",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.PublishPacket",
+  "fields":[{"name":"contentType"}, {"name":"correlationData"}, {"name":"messageExpiryIntervalSeconds"}, {"name":"packetQOS"}, {"name":"payload"}, {"name":"payloadFormat"}, {"name":"responseTopic"}, {"name":"retain"}, {"name":"subscriptionIdentifiers"}, {"name":"topic"}, {"name":"topicAlias"}, {"name":"userProperties"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"getPayloadFormat","parameterTypes":[] }, {"name":"getQOS","parameterTypes":[] }, {"name":"nativeSetPayloadFormatIndicator","parameterTypes":["int"] }, {"name":"nativeSetQOS","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.PublishPacket$PayloadFormatIndicator",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.SubAckPacket",
+  "fields":[{"name":"reasonCodes"}, {"name":"reasonString"}, {"name":"userProperties"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"nativeAddSubackCode","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.SubAckPacket$SubAckReasonCode",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.SubscribePacket",
+  "fields":[{"name":"subscriptionIdentifier"}, {"name":"subscriptions"}, {"name":"userProperties"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.SubscribePacket$RetainHandlingType",
+  "methods":[{"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.SubscribePacket$Subscription",
+  "fields":[{"name":"noLocal"}, {"name":"retainAsPublished"}],
+  "methods":[{"name":"getNoLocal","parameterTypes":[] }, {"name":"getQOS","parameterTypes":[] }, {"name":"getRetainAsPublished","parameterTypes":[] }, {"name":"getRetainHandlingType","parameterTypes":[] }, {"name":"getTopicFilter","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.UnsubAckPacket",
+  "fields":[{"name":"reasonCodes"}, {"name":"reasonString"}, {"name":"userProperties"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"nativeAddUnsubackCode","parameterTypes":["int"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.UnsubAckPacket$UnsubAckReasonCode",
+  "methods":[{"name":"getEnumValueFromInteger","parameterTypes":["int"] }, {"name":"getValue","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.UnsubscribePacket",
+  "fields":[{"name":"subscriptions"}, {"name":"userProperties"}]
+},
+{
+  "name":"software.amazon.awssdk.crt.mqtt5.packets.UserProperty",
+  "fields":[{"name":"key"}, {"name":"value"}],
+  "methods":[{"name":"<init>","parameterTypes":["java.lang.String","java.lang.String"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.ResumeToken",
+  "fields":[{"name":"nativeType"}, {"name":"numPartsCompleted"}, {"name":"partSize"}, {"name":"totalNumParts"}, {"name":"uploadId"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3Client",
+  "methods":[{"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3ExpressCredentialsProperties",
+  "fields":[{"name":"hostValue"}, {"name":"region"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3ExpressCredentialsProvider",
+  "methods":[{"name":"destroyProvider","parameterTypes":[] }, {"name":"getS3ExpressCredentials","parameterTypes":["software.amazon.awssdk.crt.s3.S3ExpressCredentialsProperties","software.amazon.awssdk.crt.auth.credentials.Credentials","long"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3ExpressCredentialsProviderFactory",
+  "methods":[{"name":"createS3ExpressCredentialsProvider","parameterTypes":["software.amazon.awssdk.crt.s3.S3Client"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3MetaRequest",
+  "methods":[{"name":"onShutdownComplete","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3MetaRequestProgress",
+  "fields":[{"name":"bytesTransferred"}, {"name":"contentLength"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3MetaRequestResponseHandlerNativeAdapter",
+  "methods":[{"name":"onFinished","parameterTypes":["int","int","byte[]","java.lang.String","int","boolean","java.lang.Throwable","java.nio.ByteBuffer"] }, {"name":"onProgress","parameterTypes":["software.amazon.awssdk.crt.s3.S3MetaRequestProgress"] }, {"name":"onResponseBody","parameterTypes":["byte[]","long","long"] }, {"name":"onResponseHeaders","parameterTypes":["int","java.nio.ByteBuffer"] }]
+},
+{
+  "name":"software.amazon.awssdk.crt.s3.S3TcpKeepAliveOptions",
+  "fields":[{"name":"keepAliveIntervalSec"}, {"name":"keepAliveMaxFailedProbes"}, {"name":"keepAliveTimeoutSec"}],
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"sun.management.VMManagementImpl",
+  "fields":[{"name":"compTimeMonitoringSupport"}, {"name":"currentThreadCpuTimeSupport"}, {"name":"objectMonitorUsageSupport"}, {"name":"otherThreadCpuTimeSupport"}, {"name":"remoteDiagnosticCommandsSupport"}, {"name":"synchronizerUsageSupport"}, {"name":"threadAllocatedMemorySupport"}, {"name":"threadContentionMonitoringSupport"}]
+}
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/predefined-classes-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/predefined-classes-config.json
new file mode 100644
index 0000000..8478950
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/predefined-classes-config.json
@@ -0,0 +1,7 @@
+[
+  {
+    "type":"agent-extracted",
+    "classes":[
+    ]
+  }
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/proxy-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/proxy-config.json
new file mode 100644
index 0000000..0d4f101
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/proxy-config.json
@@ -0,0 +1,2 @@
+[
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/reflect-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/reflect-config.json
new file mode 100644
index 0000000..42d8e4d
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/reflect-config.json
@@ -0,0 +1,103 @@
+[
+{
+  "name":"alex9smith.App",
+  "allDeclaredFields":true,
+  "allDeclaredClasses":true,
+  "queryAllDeclaredMethods":true,
+  "queryAllPublicMethods":true,
+  "queryAllDeclaredConstructors":true,
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"handleRequest","parameterTypes":["com.amazonaws.services.lambda.runtime.events.SQSEvent", "com.amazonaws.services.lambda.runtime.Context"] }]
+},
+{
+  "name":"alex9smith.Event",
+  "allDeclaredFields":true,
+  "queryAllDeclaredMethods":true,
+  "queryAllDeclaredConstructors":true,
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"alex9smith.User",
+  "allDeclaredFields":true,
+  "queryAllDeclaredMethods":true,
+  "queryAllDeclaredConstructors":true,
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name": "com.amazonaws.services.lambda.runtime.serialization.events.mixins.SQSEventMixin",
+  "allDeclaredConstructors": true,
+  "allPublicConstructors": true,
+  "allDeclaredMethods": true,
+  "allPublicMethods": true,
+  "allDeclaredClasses": true,
+  "allPublicClasses": true,
+  "allDeclaredFields": true,
+  "allPublicFields": true
+},
+{
+  "name":"com.ethlo.time.ITU"
+},
+{
+  "name":"com.fasterxml.jackson.databind.ext.Java7SupportImpl",
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"com.sun.crypto.provider.HmacCore$HmacSHA256",
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"java.security.SecureRandomParameters"
+},
+{
+  "name":"java.util.concurrent.ForkJoinTask",
+  "fields":[{"name":"aux"}, {"name":"status"}]
+},
+{
+  "name":"java.util.concurrent.atomic.AtomicBoolean",
+  "fields":[{"name":"value"}]
+},
+{
+  "name":"java.util.concurrent.atomic.AtomicReference",
+  "fields":[{"name":"value"}]
+},
+{
+  "name":"jdk.internal.misc.Unsafe"
+},
+{
+  "name":"kotlin.Unit"
+},
+{
+  "name":"org.apache.maven.surefire.junitplatform.JUnitPlatformProvider",
+  "methods":[{"name":"<init>","parameterTypes":["org.apache.maven.surefire.api.provider.ProviderParameters"] }]
+},
+{
+  "name":"org.apiguardian.api.API",
+  "queryAllPublicMethods":true
+},
+{
+  "name":"scala.util.Properties"
+},
+{
+  "name":"software.amazon.awssdk.crt.android.CrtPlatformImpl"
+},
+{
+  "name":"software.amazon.awssdk.crt.linux.CrtPlatformImpl"
+},
+{
+  "name":"software.amazon.awssdk.crt.test.android.CrtPlatformImpl"
+},
+{
+  "name":"software.amazon.awssdk.crt.test.linux.CrtPlatformImpl"
+},
+{
+  "name":"sun.security.provider.NativePRNG",
+  "methods":[{"name":"<init>","parameterTypes":[] }, {"name":"<init>","parameterTypes":["java.security.SecureRandomParameters"] }]
+},
+{
+  "name":"sun.security.provider.SHA",
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+},
+{
+  "name":"sun.security.provider.SHA2$SHA256",
+  "methods":[{"name":"<init>","parameterTypes":[] }]
+}
+]
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/resource-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/resource-config.json
new file mode 100644
index 0000000..36b289b
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/resource-config.json
@@ -0,0 +1,35 @@
+{
+  "resources":{
+  "includes":[{
+    "pattern":"\\QMETA-INF/services/java.lang.System$LoggerFinder\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/java.net.spi.URLStreamHandlerProvider\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/java.time.zone.ZoneRulesProvider\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.apache.maven.surefire.spi.MasterProcessChannelProcessorFactory\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.junit.platform.engine.TestEngine\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.junit.platform.launcher.LauncherDiscoveryListener\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.junit.platform.launcher.LauncherSessionListener\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.junit.platform.launcher.PostDiscoveryFilter\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.junit.platform.launcher.TestExecutionListener\\E"
+  }, {
+    "pattern":"\\QMETA-INF/services/org.slf4j.spi.SLF4JServiceProvider\\E"
+  }, {
+    "pattern":"\\Qjunit-platform.properties\\E"
+  }, {
+    "pattern":"\\Qlinux/x86_64/glibc/libaws-crt-jni.so\\E"
+  }, {
+    "pattern":"\\Qorg/slf4j/impl/StaticLoggerBinder.class\\E"
+  }, {
+    "pattern":"\\Qsoftware/amazon/awssdk/global/handlers/execution.interceptors\\E"
+  }, {
+    "pattern":"\\Qsoftware/amazon/awssdk/services/dynamodb/execution.interceptors\\E"
+  }]},
+  "bundles":[]
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/serialization-config.json b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/serialization-config.json
new file mode 100644
index 0000000..f3d7e06
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/main/resources/META-INF/native-image/serialization-config.json
@@ -0,0 +1,8 @@
+{
+  "types":[
+  ],
+  "lambdaCapturingTypes":[
+  ],
+  "proxies":[
+  ]
+}
diff --git a/lambda/graalvm/GraalVMLambda/src/test/java/alex9smith/AppTest.java b/lambda/graalvm/GraalVMLambda/src/test/java/alex9smith/AppTest.java
new file mode 100644
index 0000000..ca39c28
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/src/test/java/alex9smith/AppTest.java
@@ -0,0 +1,26 @@
+package alex9smith;
+
+import com.amazonaws.services.lambda.runtime.events.SQSEvent;
+import com.amazonaws.services.lambda.runtime.events.SQSEvent.SQSMessage;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.List;
+
+import org.junit.jupiter.api.Test;
+
+class AppTest {
+  @Test
+  void handleRequest_shouldReturnConstantValue() {
+    List<SQSMessage> records = Collections.emptyList();
+    SQSEvent event = new SQSEvent();
+    event.setRecords(records);
+
+    App function = new App();
+    SQSEvent result = function.handleRequest(event, null);
+    assertEquals(event, result);
+  }
+
+}
diff --git a/lambda/graalvm/GraalVMLambda/template.yaml b/lambda/graalvm/GraalVMLambda/template.yaml
new file mode 100644
index 0000000..d87664b
--- /dev/null
+++ b/lambda/graalvm/GraalVMLambda/template.yaml
@@ -0,0 +1,19 @@
+AWSTemplateFormatVersion: '2010-09-09'
+Transform: AWS::Serverless-2016-10-31
+Resources:
+  # See https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/sam-resource-function.html
+  # for more info to see how to tune the lambda function configs based on your use case.
+  AppFunction:
+    Type: AWS::Serverless::Function
+    Properties:
+      Runtime: java17
+      Handler: alex9smith.App::handleRequest
+      Timeout: 60
+      MemorySize: 512
+      CodeUri: ./target/GraalVMLambda.jar
+      # Attach policies here to give the function permission to access other AWS resources if needed
+      # See: https://github.com/awslabs/serverless-application-model/blob/master/docs/policy_templates.rst
+      # eg:
+      #Policies:
+      # - S3ReadPolicy:
+      #     BucketName: test-bucket
diff --git a/lambda/python/README.md b/lambda/python/README.md
index cf6387d..b71404a 100644
--- a/lambda/python/README.md
+++ b/lambda/python/README.md
@@ -5,7 +5,7 @@
 ```bash
 rm -rf deploy
 rm -f deploy.zip
-pip install -r requirements.txt --target ./deploy
+pip install -r requirements.txt --target ./deploy # Possibly pip3
 cd deploy
 zip -r ../deploy.zip .
 cd ..
diff --git a/lambda/ruby/.ruby-version b/lambda/ruby/.ruby-version
index 37d02a6..e650c01 100644
--- a/lambda/ruby/.ruby-version
+++ b/lambda/ruby/.ruby-version
@@ -1 +1 @@
-3.3.8
+3.2.9
diff --git a/lambda/ruby/Gemfile.lock b/lambda/ruby/Gemfile.lock
index a8ed6e0..b748b23 100644
--- a/lambda/ruby/Gemfile.lock
+++ b/lambda/ruby/Gemfile.lock
@@ -3,47 +3,48 @@ GEM
   specs:
     addressable (2.8.7)
       public_suffix (>= 2.0.2, < 7.0)
-    aws-eventstream (1.3.2)
-    aws-partitions (1.1100.0)
-    aws-sdk-core (3.223.0)
+    aws-eventstream (1.4.0)
+    aws-partitions (1.1124.0)
+    aws-sdk-core (3.226.2)
       aws-eventstream (~> 1, >= 1.3.0)
       aws-partitions (~> 1, >= 1.992.0)
       aws-sigv4 (~> 1.9)
       base64
       jmespath (~> 1, >= 1.6.1)
       logger
-    aws-sdk-dynamodb (1.143.0)
-      aws-sdk-core (~> 3, >= 3.216.0)
+    aws-sdk-dynamodb (1.146.0)
+      aws-sdk-core (~> 3, >= 3.225.0)
       aws-sigv4 (~> 1.5)
-    aws-sigv4 (1.11.0)
+    aws-sigv4 (1.12.1)
       aws-eventstream (~> 1, >= 1.0.2)
-    base64 (0.2.0)
-    bigdecimal (3.1.9)
-    diff-lcs (1.6.1)
+    base64 (0.3.0)
+    bigdecimal (3.2.2)
+    diff-lcs (1.6.2)
     jmespath (1.6.2)
     json-schema (5.1.1)
       addressable (~> 2.8)
       bigdecimal (~> 3.1)
     logger (1.7.0)
     public_suffix (6.0.2)
-    rake (13.2.1)
-    rspec (3.13.0)
+    rake (13.3.0)
+    rspec (3.13.1)
       rspec-core (~> 3.13.0)
       rspec-expectations (~> 3.13.0)
       rspec-mocks (~> 3.13.0)
-    rspec-core (3.13.3)
+    rspec-core (3.13.5)
       rspec-support (~> 3.13.0)
-    rspec-expectations (3.13.4)
+    rspec-expectations (3.13.5)
       diff-lcs (>= 1.2.0, < 2.0)
       rspec-support (~> 3.13.0)
-    rspec-mocks (3.13.4)
+    rspec-mocks (3.13.5)
       diff-lcs (>= 1.2.0, < 2.0)
       rspec-support (~> 3.13.0)
-    rspec-support (3.13.3)
+    rspec-support (3.13.4)
 
 PLATFORMS
+  arm64-linux
   ruby
-  x86_64-darwin-23
+  x86_64-linux
 
 DEPENDENCIES
   aws-sdk-dynamodb
@@ -52,4 +53,4 @@ DEPENDENCIES
   rspec
 
 BUNDLED WITH
-   2.6.8
+   2.6.9
diff --git a/lambda/ruby/README.md b/lambda/ruby/README.md
index 69ed698..30ed7e0 100644
--- a/lambda/ruby/README.md
+++ b/lambda/ruby/README.md
@@ -1,5 +1,13 @@
 # Ruby lambda
 
+## Preparation
+
+```
+brew install rbenv
+rbenv init
+rbenv install 3.2.9 # correct at time of writing, leave off patch version to find latest
+```
+
 ## Tests
 
 ```bash
diff --git a/lambda/rust/README.md b/lambda/rust/README.md
index 7b6b579..58e92f4 100644
--- a/lambda/rust/README.md
+++ b/lambda/rust/README.md
@@ -7,9 +7,17 @@ rust is a Rust project that implements an AWS Lambda function in Rust.
 - [Rust](https://www.rust-lang.org/tools/install)
 - [Cargo Lambda](https://www.cargo-lambda.info/guide/installation.html)
 
+As you'll likely need multiple toolchains to build the lambda, it's recommended to install `rustup` and install the toolchain from there:
+
+```
+brew install rustup
+rustup default stable
+brew install cargo-lambda/tap/cargo-lambda
+```
+
 ## Building
 
-To build the project for production, run `cargo lambda build --release`. Remove the `--release` flag to build for development.
+To build the project for production, run `cargo lambda build --release -o zip --arm64`. Remove the `--release` flag to build for development.
 
 Read more about building your lambda function in [the Cargo Lambda documentation](https://www.cargo-lambda.info/commands/build.html).