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How would you migrate 1TB of data using ADF?

Cloud/Toolsmedium0.8 min readPremium

**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...

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Frequency
Low
Asked at 1 company
Category
179
questions in Cloud/Tools
Difficulty Split
104E|27M|48H
in this category
Total Bank
1,863
across 7 categories
Asked at these companies
Virtusa
Key Concepts Tested
partition

Why This Question Matters

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.

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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.

Expert Answer
159 words

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.

The complete answer continues with detailed implementation patterns, architectural trade-offs, and production-grade considerations covering performance optimization and real-world examples.

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