git:20260223.c6d4db1 to git:20260324.a02e282

24 added, 48 removed. Audit A to A.

---
name: aws-lambda-java-integration
description: Provides AWS Lambda integration patterns for Java with cold start optimization. Use when deploying Java functions to AWS Lambda, choosing between Micronaut and Raw Java approaches, optimizing cold starts below 1 second, configuring API Gateway or ALB integration, or implementing serverless Java applications. Triggers include "create lambda java", "deploy java lambda", "micronaut lambda aws", "java lambda cold start", "aws lambda java performance", "java serverless framework".
allowed-tools: Read, Write, Edit, Bash, Glob, Grep
---
# AWS Lambda Java Integration
Patterns for creating high-performance AWS Lambda functions in Java with optimized cold starts.
## Overview
This skill provides complete patterns for AWS Lambda Java development, covering two main approaches:
1. **Micronaut Framework** - Full-featured framework with AOT compilation, dependency injection, and cold start < 1s
2. **Raw Java** - Minimal overhead approach with cold start < 500ms
Both approaches support API Gateway and ALB integration with production-ready configurations.
## When to Use
- Use this skill when:
- - Creating new Lambda functions in Java
- - Migrating existing Java applications to Lambda
- - Optimizing cold start performance for Java Lambda
- - Choosing between framework-based and minimal Java approaches
+ - Deploying Java functions to AWS Lambda
+ - Optimizing cold starts below 1 second
+ - Choosing between Micronaut and Raw Java approaches
- Configuring API Gateway or ALB integration
- - Setting up deployment pipelines for Java Lambda
+ - Setting up CI/CD pipelines for Java Lambda
## Instructions
### 1. Choose Your Approach
| Approach | Cold Start | Best For | Complexity |
|----------|------------|----------|------------|
| Micronaut | < 1s | Complex apps, DI needed, enterprise | Medium |
| Raw Java | < 500ms | Simple handlers, minimal overhead | Low |
+ **Validate**: Confirm the approach fits your use case before proceeding.
+
### 2. Project Structure
```
my-lambda-function/
├── build.gradle (or pom.xml)
- ├── src/
- │ └── main/
- │ ├── java/
- │ │ └── com/example/
- │ │ └── Handler.java
- │ └── resources/
- │ └── application.yml (Micronaut only)
+ ├── src/main/java/com/example/Handler.java
└── serverless.yml (or template.yaml)
```
+ **Validate**: Verify project structure matches the template.
+
### 3. Implementation Examples
#### Micronaut Handler
```java
@FunctionBean("my-function")
public class MyFunction implements Function<APIGatewayProxyRequestEvent, APIGatewayProxyResponseEvent> {
private final MyService service;
public MyFunction(MyService service) {
this.service = service;
}
@Override
public APIGatewayProxyResponseEvent apply(APIGatewayProxyRequestEvent request) {
// Process request
return new APIGatewayProxyResponseEvent()
.withStatusCode(200)
.withBody("{\"message\": \"Success\"}");
}
}
```
#### Raw Java Handler
```java
public class MyHandler implements RequestHandler<APIGatewayProxyRequestEvent, APIGatewayProxyResponseEvent> {
- // Singleton pattern for warm invocations
private static final MyService service = new MyService();
@Override
public APIGatewayProxyResponseEvent handleRequest(APIGatewayProxyRequestEvent request, Context context) {
return new APIGatewayProxyResponseEvent()
.withStatusCode(200)
.withBody("{\"message\": \"Success\"}");
}
}
```
- ## Core Concepts
-
- ### Cold Start Optimization
-
- Cold start time depends on initialization code. Key strategies:
+ **Validate**: Run `sam local invoke` to verify handler works before deployment.
- 1. **Lazy Initialization** - Defer heavy setup from constructor
- 2. **Singleton Pattern** - Cache initialized services as static fields
- 3. **Minimal Dependencies** - Reduce JAR size by excluding unused libraries
- 4. **AOT Compilation** - Micronaut's ahead-of-time compilation eliminates reflection
+ ## Core Patterns
### Connection Management
```java
- // GOOD: Initialize once, reuse across invocations
+ // Initialize once, reuse across invocations
private static final DynamoDbClient dynamoDb = DynamoDbClient.builder()
.region(Region.US_EAST_1)
.build();
- // AVOID: Creating clients in handler method
- public APIGatewayProxyResponseEvent handleRequest(...) {
- DynamoDbClient client = DynamoDbClient.create(); // Slow on every invocation
- }
+ // Avoid: Creating clients in handler (slow on every invocation)
```
### Error Handling
```java
@Override
public APIGatewayProxyResponseEvent handleRequest(APIGatewayProxyRequestEvent request, Context context) {
try {
- // Business logic
- return successResponse(result);
+ return successResponse(process(request));
} catch (ValidationException e) {
return errorResponse(400, e.getMessage());
} catch (Exception e) {
context.getLogger().log("Error: " + e.getMessage());
return errorResponse(500, "Internal error");
}
}
```
## Best Practices
- ### Memory and Timeout Configuration
+ ### Configuration
- **Memory**: Start with 512MB, adjust based on profiling
- - **Timeout**: Set based on cold start + expected processing time
- - Micronaut: 10-30 seconds for cold start buffer
- - Raw Java: 5-10 seconds typically sufficient
+ - **Timeout**: Micronaut 10-30s, Raw Java 5-10s
+ - **Runtime**: Java 17 or 21 for best performance
### Packaging
- Use Gradle Shadow Plugin or Maven Shade Plugin
- Exclude unnecessary dependencies
- - Target Java 17 or 21 for best performance
### Monitoring
- Enable X-Ray tracing for performance analysis
- - Log initialization time separately from processing time
- Use CloudWatch Insights to track cold vs warm starts
## Deployment Options
### Serverless Framework
```yaml
service: my-java-lambda
-
provider:
name: aws
runtime: java21
memorySize: 512
timeout: 10
-
package:
artifact: build/libs/function.jar
-
functions:
api:
handler: com.example.Handler
events:
- http:
path: /{proxy+}
method: ANY
```
+ **Validate**: Run `serverless deploy` with `--stage dev` first.
+
### AWS SAM
```yaml
AWSTemplateFormatVersion: '2010-09-09'
Transform: AWS::Serverless-2016-10-31
-
Resources:
MyFunction:
Type: AWS::Serverless::Function
Properties:
CodeUri: build/libs/function.jar
Handler: com.example.Handler
Runtime: java21
MemorySize: 512
Timeout: 10
Events:
ApiEvent:
Type: Api
Properties:
Path: /{proxy+}
Method: ANY
```
- ## Constraints and Warnings
-
- ### Lambda Limits
+ **Validate**: Run `sam validate` before deploying.
- - **Deployment package**: 250MB unzipped maximum
- - **Memory**: 128MB to 10GB
- - **Timeout**: 15 minutes maximum
- - **Concurrent executions**: 1000 default (adjustable)
+ ## Constraints and Warnings
- ### Java-Specific Considerations
+ ### Java-Specific Constraints
- **Reflection**: Minimize use; prefer AOT compilation (Micronaut)
- **Classpath scanning**: Slows cold start; use explicit configuration
- **Large frameworks**: Spring Boot adds significant cold start overhead
### Common Pitfalls
1. **Initialization in handler** - Causes repeated work on warm invocations
2. **Oversized JARs** - Include only required dependencies
3. **Insufficient memory** - Java needs more memory than Node.js/Python
4. **No timeout handling** - Always set appropriate timeouts
## References
For detailed guidance on specific topics:
- **[Micronaut Lambda](references/micronaut-lambda.md)** - Complete Micronaut setup, AOT configuration, DI optimization
- **[Raw Java Lambda](references/raw-java-lambda.md)** - Minimal handler patterns, singleton caching, JAR packaging
- **[Serverless Deployment](references/serverless-deployment.md)** - Serverless Framework, SAM, CI/CD pipelines, provisioned concurrency
- **[Testing Lambda](references/testing-lambda.md)** - JUnit 5, SAM Local, integration testing, performance measurement
## Examples
### Example 1: Create a Micronaut Lambda Function
**Input:**
```
Create a Java Lambda function using Micronaut to handle user REST API
```
**Process:**
1. Configure Gradle project with Micronaut plugin
2. Create Handler class extending MicronautRequestHandler
3. Implement methods for GET/POST/PUT/DELETE
4. Configure application.yml with AOT optimizations
5. Set up packaging with Shadow plugin
+ 6. **Validate**: Test locally with SAM CLI before deploying
**Output:**
- Complete project structure
- Handler with dependency injection
- serverless.yml deployment configuration
### Example 2: Optimize Cold Start for Raw Java
**Input:**
```
My Java Lambda has 3 second cold start, how do I optimize it?
```
**Process:**
1. Analyze initialization code
2. Move AWS client creation to static fields
3. Reduce dependencies in build.gradle
4. Configure optimized JVM options
5. Consider provisioned concurrency
+ 6. **Validate**: Measure cold start with CloudWatch metrics after changes
**Output:**
- Refactored code with singleton pattern
- Minimized JAR
- Cold start < 500ms
### Example 3: Deploy with GitHub Actions
**Input:**
```
Configure CI/CD for Java Lambda with SAM
```
**Process:**
1. Create GitHub Actions workflow
2. Configure Gradle build with Shadow
3. Set up SAM build and deploy
4. Add test stage before deployment
5. Configure environment protection for prod
**Output:**
- Complete .github/workflows/deploy.yml
- Multi-stage pipeline (dev/staging/prod)
- Integrated test automation
## Version
Version: 1.0.0