Athena is serverless Presto over S3; pay per TB scanned. **Why serverless**: No cluster to manage; auto-scaling; instant start. **Architecture**: Glue Catalog provides schema; queries scan S3 directly. **Scalability**: Concurrency limited by account quotas; partition pruning...
This hard-level SQL question appears frequently in data engineering interviews at companies like Capco. While less common, it tests deeper understanding that distinguishes strong candidates. Mastering the underlying concepts (optimization, partition) will help you answer variations of this question confidently.
This is a senior-level question that tests architectural thinking. Lead with the high-level design, then drill into specifics. Discuss trade-offs explicitly - there is rarely one correct answer. Show awareness of scale, fault tolerance, and operational complexity.
Athena is serverless Presto over S3; pay per TB scanned. Why serverless: No cluster to manage; auto-scaling; instant start. Architecture: Glue Catalog provides schema; queries scan S3 directly. Scalability: Concurrency limited by account quotas; partition pruning limits scan. Cost: $5/TB scanned—unpartitioned full scans are expensive. Optimization: Partition by date/region; use Parquet/ORC (columnar, 10× less scan); compress; avoid SELECT *. Trade-off: Cold start ~1s; not for sub-second latency.
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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.