Serverless Architecture Patterns and Best Practices

Understanding Serverless

Serverless computing allows you to build and run applications without thinking about servers. The cloud provider manages infrastructure, scaling, and availability.

When to Use Serverless

Good Fit

  • Variable or unpredictable workloads
  • Event-driven processing
  • APIs with inconsistent traffic
  • Scheduled tasks and automation
  • Rapid prototyping

Poor Fit

  • Consistent high-throughput workloads
  • Long-running processes (>15 minutes)
  • Applications with specific hardware needs
  • Very latency-sensitive applications

Architecture Patterns

API Backend

Client โ†’ API Gateway โ†’ Lambda โ†’ DynamoDB
                    โ†˜ Lambda โ†’ S3

Event Processing

S3 Upload โ†’ Lambda โ†’ Process โ†’ SQS โ†’ Lambda โ†’ Store
Kinesis Stream โ†’ Lambda โ†’ Transform โ†’ S3

Scheduled Tasks

EventBridge Rule (cron) โ†’ Lambda โ†’ Process
                       โ†’ Step Functions โ†’ Complex Workflow

Best Practices

Function Design

// Single responsibility
export async function handler(event) {
  // Parse event
  const order = parseOrderEvent(event);
  
  // Business logic
  const result = await processOrder(order);
  
  // Return response
  return {
    statusCode: 200,
    body: JSON.stringify(result)
  };
}

Cold Start Optimization

  • Keep functions small and focused
  • Minimize dependencies
  • Use provisioned concurrency for critical paths
  • Initialize connections outside handler
// Initialize outside handler
const db = new DynamoDB.DocumentClient();

export async function handler(event) {
  // db connection is reused
  return await db.get({...}).promise();
}

Error Handling

export async function handler(event) {
  try {
    return await processEvent(event);
  } catch (error) {
    console.error('Processing failed:', error);
    
    // Send to dead letter queue for retry
    await sqs.sendMessage({
      QueueUrl: process.env.DLQ_URL,
      MessageBody: JSON.stringify({ event, error: error.message })
    }).promise();
    
    throw error; // Let Lambda handle retry
  }
}

Observability

Structured Logging

console.log(JSON.stringify({
  level: 'INFO',
  message: 'Order processed',
  orderId: order.id,
  duration: Date.now() - start,
  requestId: context.awsRequestId
}));

Distributed Tracing

Use X-Ray or OpenTelemetry for end-to-end visibility across functions.

Cost Optimization

  • Right-size memory allocation
  • Optimize function duration
  • Use reserved concurrency for predictable workloads
  • Leverage Graviton processors (ARM)
  • Monitor and alert on cost anomalies

Conclusion

Serverless enables rapid development and automatic scaling. Design for event-driven patterns and invest in observability for successful serverless applications.

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