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aws-lambda-java-integration

Provides AWS Lambda integration patterns for Java with cold start optimization

Install / Use

npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-java-integration

Installs into whichever agent you are using.

About this skill
šŸ“„

SKILL.md

Installable skill definition

Quality Score

86/100

Category

Automation

Supported Platforms

Universal

Our assessment of aws-lambda-java-integration

aws-lambda-java-integration scores 86/100 on our quality scale, 1878th of 2,931 Automation skills we index.

Its SKILL.md is 7.6 KB long, well organised into 28 sections with 10 code examples: a thorough specification that gives an agent plenty to work with.

It has 353 GitHub stars, a meaningful sign that others use it.

Substance
29/30
Structure
20/20
Description
12/15
Adoption
11/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 35 days ago, so aws-lambda-java-integration is actively maintained.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-10-15. Automated pattern scan on 2026-10-15. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

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Frequently asked questions

How do I install aws-lambda-java-integration?
Run npx skills add giuseppe-trisciuoglio/developer-kit --skill aws-lambda-java-integration. The install tabs above show the steps for each supported agent.
Which AI agents does aws-lambda-java-integration work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is aws-lambda-java-integration safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is aws-lambda-java-integration still maintained?
The repository was last updated 35 days ago, so aws-lambda-java-integration is actively maintained.

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

  • 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 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/
ā”œā”€ā”€ build.gradle (or pom.xml)
ā”œā”€ā”€ src/main/java/com/example/Handler.java
└── serverless.yml (or template.yaml)

Validate: Verify project structure matches the template.

3. Implementation Examples

Micronaut Handler

@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

public class MyHandler implements RequestHandler<APIGatewayProxyRequestEvent, APIGatewayProxyResponseEvent> {

    private static final MyService service = new MyService();

    @Override
    public APIGatewayProxyResponseEvent handleRequest(APIGatewayProxyRequestEvent request, Context context) {
        return new APIGatewayProxyResponseEvent()
            .withStatusCode(200)
            .withBody("{\"message\": \"Success\"}");
    }
}

Validate: Run sam local invoke to verify handler works before deployment.

Core Patterns

Connection Management

// Initialize once, reuse across invocations
private static final DynamoDbClient dynamoDb = DynamoDbClient.builder()
    .region(Region.US_EAST_1)
    .build();

// Avoid: Creating clients in handler (slow on every invocation)

Error Handling

@Override
public APIGatewayProxyResponseEvent handleRequest(APIGatewayProxyRequestEvent request, Context context) {
    try {
        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

Configuration

  • Memory: Start with 512MB, adjust based on profiling
  • 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

Monitoring

  • Enable X-Ray tracing for performance analysis
  • Use CloudWatch Insights to track cold vs warm starts

Deployment Options

Serverless Framework

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

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

Validate: Run sam validate before deploying.

Constraints and Warnings

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 - Complete Micronaut setup, AOT configuration, DI optimization
  • Raw Java Lambda - Minimal handler patterns, singleton caching, JAR packaging
  • Serverless Deployment - Serverless Framework, SAM, CI/CD pipelines, provisioned concurrency
  • Testing Lambda - 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

Related Skills

View on GitHub
GitHub Stars353
CategoryAutomation
Updated1mo ago
Forks41

Languages

Python

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions
aws-lambda-java-integration — Universal Skill: Install & Safety Check | SkillAgent