ROW_NUMBER: unique 1,2,3,... always. RANK: ties get same rank, gap after (1,2,2,4). DENSE_RANK: ties same rank, no gap (1,2,2,3). Use ROW_NUMBER for single winner; RANK for olympic (ties, gaps); DENSE_RANK for no gaps. Example: top N per group—ROW_NUMBER; ranking with ties—RANK or DENSE_RANK. **Why it matters**: Design choices compound at scale—wrong approach can cause 100× overhead. **Scalability trade-offs**: Profile before optimizing; validate on sample then full....
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 Tech Mahindra. The answer also includes follow-up discussion points that interviewers commonly explore.
Continue Reading the Full Answer
Unlock the complete expert answer with code examples, trade-offs, and pro tips - plus 1,863+ more.
Or upgrade to Platform Pro - $39
Engineers who used these answers got offers at
AmazonDatabricksSnowflakeGoogleMeta
According 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.