**Situation**: Data engineering deliverables must align with business decisions.
**Task**: Bridge technical implementation and business needs through direct engagement.
**Action**: Requirement gathering with concrete examples; iterative delivery and UAT; ad-hoc analysis; incident communication. Translate technical constraints (latency, cost) into business trade-offs....
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 Ford. The answer also includes follow-up discussion points that interviewers commonly explore.
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