**Architectural Logic**: Schema evolution must preserve compatibility and enable safe rollout. **Strategies**: (1) Additive only—add columns with defaults; avoid drops/renames. (2) Schema registry—version schemas; validate on read. (3) Backfill—populate new columns for...
This medium-level SQL question appears frequently in data engineering interviews at companies like Disney+ Hotstar. While less common, it tests deeper understanding that distinguishes strong candidates. Mastering the underlying concepts (window) will help you answer variations of this question confidently.
Break this problem into components. Identify the core trade-offs involved, then walk the interviewer through your reasoning step by step. Demonstrate awareness of edge cases and production considerations - this is what separates good answers from great ones.
Architectural Logic: Schema evolution must preserve compatibility and enable safe rollout. Strategies: (1) Additive only—add columns with defaults; avoid drops/renames. (2) Schema registry—version schemas; validate on read. (3) Backfill—populate new columns for historical. (4) Multiple versions—support old and new during transition; deprecate. (5) Schema-on-read—struct/variant for flexible. (6) dbt—version models; run migrations. Why Additive: Non-additive changes break downstream. Scalability: Compatibility windows; test migrations. Cost: Backfill can be expensive; plan for incremental.
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Analyze My Answer — FreeAccording to DataEngPrep.tech, this is one of the most frequently asked SQL interview questions, reported at 1 company. DataEngPrep.tech maintains a curated database of 1,863+ real data engineering interview questions across 7 categories, verified by industry professionals.