**Architectural logic**: 1TB is large enough that naive single-threaded copy will miss SLAs; parallelism and staging are critical. **Why parallel copy**: ADF's Copy activity supports parallelCopies (default 1, max ~32 on Azure IR)—each copy runs concurrently, bounded by...
This medium-level Cloud/Tools question appears frequently in data engineering interviews at companies like Virtusa. While less common, it tests deeper understanding that distinguishes strong candidates. Mastering the underlying concepts (partition) 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: 1TB is large enough that naive single-threaded copy will miss SLAs; parallelism and staging are critical. Why parallel copy: ADF's Copy activity supports parallelCopies (default 1, max ~32 on Azure IR)—each copy runs concurrently, bounded by source/sink throughput and IR capacity. For databases, use physical partition option so ADF splits by partition key. For file-based (S3/Blob), use wildcard paths and binary copy to avoid schema parsing. Scalability: parallelCopies × dataIntegrationUnits determines throughput; 8 × 4 DIUs can yield 200–400 MB/s depending on source. Cost: Azure IR is pay-per-use; Self-Hosted IR adds VM cost. For 1TB at 100 MB/s ≈ 3 hours; at $0.002/DIU-hour, compute cost is minimal—network and staging storage dominate. Staged copy: If source has limited egress (e.g., on-prem), stage to Blob first with SHIR, then Azure IR copies to final sink—avoids saturating on-prem links. Run during off-peak; set up alerts; validate with checksums post-migration. For 1TB, expect 4–12 hours depending on network and source type.
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Analyze My Answer — FreeAccording to DataEngPrep.tech, this is one of the most frequently asked Cloud/Tools 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.