Key Takeaways
- Offload time-heavy computation to asynchronous queue workers to keep API response times under 100ms.
- Database query optimization and caching prevent database locks under heavy traffic.
Identifying Performance Bottlenecks Early
Scalability starts by identifying single points of contention in your application pipeline. Caching hot data in Redis and offloading heavy tasks to background queues protects core system speed.




