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Serverless Architecture: Patterns, Pitfalls, and Best Practices

· 1 min read · Admin

Cold Starts

When a function hasn't been called recently, the provider needs to spin up a new instance (100ms-2s latency).

  • Use smaller runtimes (Node.js, Python > Java)

  • Keep function bundles small (< 5MB)

  • Provision concurrency for critical paths

  • Choose regions close to your users

When Serverless Costs More

  • Steady high traffic

  • Long-running tasks (> 15 minutes)

  • Large memory requirements (> 3GB)

  • High-frequency polling patterns

Best Practices

  • Design functions to be idempotent

  • Use environment variables for configuration

  • Implement error handling and dead-letter queues

  • Monitor costs from day one

  • Use infrastructure-as-code (SST, CDK, Terraform)