aws-development
AWS development best practices for Lambda, SAM, CDK, DynamoDB, IAM, and serverless architecture using Infrastructure as Code.
What this skill does
# AWS Development Best Practices
## Overview
This skill provides comprehensive guidelines for developing applications on Amazon Web Services (AWS), focusing on serverless architecture, Infrastructure as Code, and security best practices.
## Core Principles
- Write clean, well-structured code with accurate AWS SDK examples
- Use Infrastructure as Code (Terraform, CDK, SAM) for all infrastructure
- Follow the principle of least privilege for all IAM policies
- Implement comprehensive logging, metrics, and tracing for observability
## AWS Lambda Guidelines
### Configuration Standards
- Use TypeScript implementation on ARM64 architecture for better performance and cost
- Set appropriate memory and timeout values based on workload requirements
- Use environment variables for configuration, never hardcode values
- Implement proper error handling and retry logic
### Lambda Best Practices
```typescript
// Use ES modules and typed handlers
import { APIGatewayProxyHandler } from 'aws-lambda';
export const handler: APIGatewayProxyHandler = async (event) => {
try {
// Validate input at function start
if (!event.body) {
return { statusCode: 400, body: JSON.stringify({ error: 'Missing body' }) };
}
// Business logic here
return { statusCode: 200, body: JSON.stringify({ success: true }) };
} catch (error) {
console.error('Lambda error:', error);
return { statusCode: 500, body: JSON.stringify({ error: 'Internal error' }) };
}
};
```
## AWS CDK Guidelines
### Implementation Standards
- Use `aws-cdk-lib` with explicit `aws_*` prefixes
- Implement custom constructs for reusable patterns
- Separate concerns into distinct CloudFormation stacks
- Organize resources by functional groups: storage, compute, authentication, API, access
### Project Structure
```
aws/
├── constructs/ # CDK custom constructs
├── stacks/ # CloudFormation stack definitions
├── functions/ # Lambda function implementations
└── tests/ # Infrastructure tests
```
### CDK Best Practices
```typescript
import * as cdk from 'aws-cdk-lib';
import * as lambda from 'aws-cdk-lib/aws_lambda';
import * as dynamodb from 'aws-cdk-lib/aws_dynamodb';
// Use custom constructs for reusable patterns
export class ApiConstruct extends Construct {
constructor(scope: Construct, id: string, props: ApiProps) {
super(scope, id);
// Implementation
}
}
```
## DynamoDB Patterns
### Table Design
- Design tables around access patterns, not entity relationships
- Use single-table design when appropriate
- Implement GSIs for additional access patterns
- Use on-demand capacity for variable workloads, provisioned for predictable
### Best Practices
- Always use strongly typed item definitions
- Implement optimistic locking with version attributes
- Use batch operations for multiple items
- Enable point-in-time recovery for production tables
## IAM Security Best Practices
### Principles
- Apply least privilege: grant only permissions needed
- Use IAM roles, not access keys, for AWS service access
- Implement resource-based policies where appropriate
- Regular audit and rotate credentials
### Policy Example
```json
{
"Version": "2012-10-17",
"Statement": [
{
"Effect": "Allow",
"Action": [
"dynamodb:GetItem",
"dynamodb:PutItem",
"dynamodb:Query"
],
"Resource": "arn:aws:dynamodb:*:*:table/MyTable"
}
]
}
```
## SAM Template Configuration
### Template Structure
```yaml
AWSTemplateFormatVersion: '2010-09-09'
Transform: AWS::Serverless-2016-10-31
Globals:
Function:
Timeout: 30
Runtime: nodejs20.x
Architectures:
- arm64
Tracing: Active
Resources:
MyFunction:
Type: AWS::Serverless::Function
Properties:
CodeUri: src/
Handler: index.handler
Events:
Api:
Type: Api
Properties:
Path: /items
Method: GET
```
## API Gateway Configuration
### Best Practices
- Use Cognito or IAM for authentication
- Implement request validation
- Enable CORS only when necessary
- Use usage plans and API keys for rate limiting
## Step Functions for Orchestration
- Use Step Functions for complex workflows
- Implement error handling with Catch and Retry
- Use Express workflows for high-volume, short-duration
- Use Standard workflows for long-running processes
## Security Standards
### Encryption
- Enable encryption at rest for all storage services
- Use AWS KMS for key management
- Enable encryption in transit (TLS)
- Use custom KMS keys for sensitive data
### Secrets Management
- Store secrets in AWS Secrets Manager or Parameter Store
- Never commit secrets to version control
- Rotate secrets automatically
- Use IAM roles to access secrets
## Observability
### Logging
- Use structured JSON logging
- Include correlation IDs across services
- Log at appropriate levels (INFO, WARN, ERROR)
- Enable CloudWatch Logs Insights for querying
### Monitoring
- Create CloudWatch alarms for critical metrics
- Use X-Ray for distributed tracing
- Implement custom metrics for business KPIs
- Set up dashboards for operational visibility
## Testing
### Unit Testing
- Mock AWS SDK calls in unit tests
- Use localstack or SAM local for integration testing
- Test IAM policies with policy simulator
- Validate CloudFormation/CDK with cfn-lint
### Integration Testing
```typescript
import { DynamoDBClient } from '@aws-sdk/client-dynamodb';
import { mockClient } from 'aws-sdk-client-mock';
const ddbMock = mockClient(DynamoDBClient);
beforeEach(() => {
ddbMock.reset();
});
test('handler returns items', async () => {
ddbMock.on(QueryCommand).resolves({ Items: [] });
const result = await handler(event);
expect(result.statusCode).toBe(200);
});
```
## CI/CD Integration
- Use AWS CodePipeline or GitHub Actions for CI/CD
- Run `cdk diff` or `sam validate` before deployment
- Implement staging environments (dev, staging, prod)
- Use parameter overrides for environment-specific config
## Common Pitfalls to Avoid
1. Hardcoding AWS credentials or secrets
2. Not setting appropriate Lambda timeouts
3. Ignoring cold start optimization
4. Over-provisioning resources
5. Not implementing proper error handling
6. Missing CloudWatch alarms
7. Inadequate IAM policies (too permissive)
8. Not using VPC when required for compliance
Related in Cloud & DevOps
appbuilder-action-scaffolder
IncludedCreate, implement, deploy, and debug Adobe Runtime actions with consistent layout, validation, and error handling. Use this skill whenever the user needs to add actions to an App Builder project, understand action structure (params, response format, web/raw actions), configure actions in the manifest, use App Builder SDKs (State, Files, Events, database), deploy and invoke actions via CLI, debug action issues, or implement patterns such as webhook receivers, custom event providers, journaling consumers, large payload redirects, action sequence pipelines, and Asset Compute workers. Also trigger when users mention serverless functions in Adobe context, action logging, IMS authentication for actions, or cron-style scheduled actions.
orchestrating-datacloud
IncludedSalesforce Data Cloud product orchestrator for connect→prepare→harmonize→segment→act workflows. Use this skill when the user needs a multi-step Data Cloud pipeline, cross-phase troubleshooting, or data space and data kit management. TRIGGER when: user needs a multi-step Data Cloud pipeline, asks to set up or troubleshoot Data Cloud across phases, manages data spaces or data kits, or wants a cross-phase sf data360 workflow. DO NOT TRIGGER when: work is isolated to a single phase (use the matching phase-specific skill), the task is STDM/session tracing/parquet telemetry (use observing-agentforce), standard CRM SOQL (use querying-soql), or Apex implementation (use generating-apex).
github-project-automation
IncludedAutomate GitHub repository setup with CI/CD workflows, issue templates, Dependabot, and CodeQL security scanning. Includes 12 production-tested workflows and prevents 18 errors: YAML syntax, action pinning, and configuration. Use when: setting up GitHub Actions CI/CD, creating issue/PR templates, enabling Dependabot or CodeQL scanning, deploying to Cloudflare Workers, implementing matrix testing, or troubleshooting YAML indentation, action version pinning, secrets syntax, runner versions, or CodeQL configuration. Keywords: github actions, github workflow, ci/cd, issue templates, pull request templates, dependabot, codeql, security scanning, yaml syntax, github automation, repository setup, workflow templates, github actions matrix, secrets management, branch protection, codeowners, github projects, continuous integration, continuous deployment, workflow syntax error, action version pinning, runner version, github context, yaml indentation error
sf-datacloud
IncludedSalesforce Data Cloud product orchestrator for connect→prepare→harmonize→segment→act workflows. TRIGGER when: user needs a multi-step Data Cloud pipeline, asks to set up or troubleshoot Data Cloud across phases, manages data spaces or data kits, or wants a cross-phase `sf data360` workflow. DO NOT TRIGGER when: work is isolated to a single phase (use the matching sf-datacloud-* skill), the task is STDM/session tracing/parquet telemetry (use sf-ai-agentforce-observability), standard CRM SOQL (use sf-soql), or Apex implementation (use sf-apex).
fabric-cli
IncludedUse this skill for Fabric.so CLI workflows with the `fabric` terminal command: diagnose/install/login, search or browse a Fabric library, save notes/links/files, create folders, ask the Fabric AI assistant, manage tasks/workspaces, generate shell completion, check subscription usage, produce JSON output, and use Fabric as persistent agent memory. Do not use for Microsoft Fabric/Azure/Power BI `fab`, Daniel Miessler's Fabric framework, Python Fabric SSH, Fabric.js, or textile/fashion fabric.
lark
IncludedLark/Feishu CLI skills: lark-cli operations for docs, markdown, sheets, base, calendar, im, mail, task, okr, drive, wiki, slides, whiteboard, apps, approval, attendance, contact, vc, minutes, event. Use when the user needs to operate Lark/Feishu resources via lark-cli, send messages, manage documents, spreadsheets, calendars, tasks, OKRs, deploy web pages, or any Feishu/Lark workspace operations.