Serverless Patterns in Production — Cold Starts, State Management, and When Lambda Fails You
Optimize Lambda cold starts, implement idempotent handlers, integrate with SQS, and understand when serverless costs more than traditional compute.
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Optimize Lambda cold starts, implement idempotent handlers, integrate with SQS, and understand when serverless costs more than traditional compute.
Deploy Istio service mesh for automatic mTLS, traffic management, and observability. Learn sidecar injection, mTLS enforcement, canary deployments with VirtualService, circuit breaking, distributed tracing, and when a service mesh is overkill.
You split into microservices but all of them share the same PostgreSQL database. You have the operational overhead of microservices with none of the independent scalability. A schema migration blocks all teams. A bad query in Service A slows down Service B.
The database has a replica. The app has multiple pods. You think you''re resilient. Then the single Redis instance goes down, and every service that depended on it — auth, sessions, rate limiting, caching — stops working simultaneously. SPOFs hide in plain sight.
Define meaningful SLOs and SLIs that align product and engineering. Implement error budgets to enable fast iteration without breaking production.