Structure: (1) Current—responsibilities, stack, scale. (2) Achievements—quantified. (3) Prior—progression. (4) Depth—systems, design choices. Example: 'Senior DE, 6 yrs; own streaming platform, 5B events/day, Kafka+Flink; cut costs 40% via optimization; prior batch ETL Spark+Airflow; Python, SQL, AWS/GCP.' Tailor to JD.
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 Aarete. The answer also includes follow-up discussion points that interviewers commonly explore.
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