Situation: Critical pipeline failed during revenue cycle. Task: Restore and improve. Action: Acknowledged in on-call channel; triaged (logs, UI, upstream). Root cause: upstream schema change. Implemented schema evolution; communicated every 30 mins. Backfill and validation. Post-mortem with action items. Implemented schema validation within a week....
The complete answer continues with detailed implementation patterns, architectural trade-offs, and production-grade considerations. It covers performance optimization strategies, common pitfalls to avoid, and real-world examples from companies like Netflix. The answer also includes follow-up discussion points that interviewers commonly explore.
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