One of our internal services became unstable under load. We traced it to a slow downstream dependency with no timeout.
The solution:
- Add circuit breakers with sliding window metrics
- Monitor P99 latency, not averages
- Implement failover to cached fallback
Fail fast, recover gracefully — this mindset prevented cascading failures across our entire system.