**Situation**: Assigned to build real-time streaming pipeline; team had no Kafka experience. **Task**: Deliver production pipeline in 4 weeks for critical launch. **Action**: (1) 2-day spike: read Confluent docs, ran local Kafka. (2) Reached out to platform team for patterns. (3) Broke work: connector setup (known), consumer logic (learn), monitoring (known). (4) Paired with senior on consumer design. (5) Documented decisions in ADR....
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 ZS Associates. The answer also includes follow-up discussion points that interviewers commonly explore.
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