DevOps Interview DropExpert TierScenario+100 XP on read

How would you debug an issue that only happens under production traffic and cannot be reproduced in staging?

#Debugging#Production#Observability#Performance

Core Summary

Production-only issues are almost always due to data volume, traffic volume, or latency differences from staging. The key is to make production observable without breaking it: sample traces, shadow traffic to staging, add feature flags to disable the suspicious feature, or re-enable verbose logging temporarily. Never add load to staging trying to reproduce it; instead, bring production insight into your development environment.

Hints

Hint 1: Data volume, traffic volume, and timing are the big three

Hint 2: Sample real production traces; they are your best clues

Hint 3: Feature flags and canary deploys are safer than rollbacks

Reported in interviews at Google, Meta, Netflix, Amazon