Structured logs, metrics, and traces help teams find failures faster.
Structured logs, metrics, and traces help teams find failures faster.
Make the expected behavior explicit at the system boundary and handle invalid or repeated requests safely.
Add focused automated coverage for the failure cases. Review operational signals after release and simplify the design where maintenance becomes difficult.