Identify and mitigate deduplication program risks

Quick Overview

This question evaluates understanding of system design and practical engineering competencies required for building resilient file deduplication tools, covering filesystem semantics, error handling, hashing and collision considerations, concurrency, performance bottlenecks, cross-platform interoperability, and safety trade-offs.

Identify and mitigate deduplication program risks

Company: Anthropic

Role: Software Engineer

Category: System Design

Difficulty: hard

Interview Round: Technical Screen

What problems can a file deduplication program encounter in real-world use, and how would you mitigate them? Discuss permission and I/O errors, files changing during the scan (TOCTOU), path length limits, symlink loops, memory and disk bottlenecks, hash function choice and collision risks, partial vs. full hashing verification, concurrency and throttling, incremental rescans and checkpointing, and safe dedupe actions (e.g., verifying before deletion or replacing with hard links). Provide concrete strategies for each.

Overview: This question evaluates understanding of system design and practical engineering competencies required for building resilient file deduplication tools, covering filesystem semantics, error handling, hashing and collision considerations, concurrency, performance bottlenecks, cross-platform interoperability, and safety trade-offs.

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Anthropic
Aug 14, 2025
hardSoftware EngineerTechnical ScreenSystem Design
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System Design: Robust File Deduplication in the Real World

Context

You are designing a file deduplication tool that scans large directory trees on one or more filesystems, identifies duplicate files by content, and safely deduplicates them (e.g., by deleting extra copies, replacing them with hard links, or using copy-on-write reflinks). The tool must be resilient to real-world issues.

Prompt

What problems can a file deduplication program encounter in real-world use, and how would you mitigate them? Address each of the following, providing concrete strategies and trade-offs:

  1. Permission and I/O errors
  2. Files changing during the scan (TOCTOU)
  3. Path length limits and path normalization
  4. Symlink loops and mount/device boundaries
  5. Memory and disk bottlenecks while indexing and hashing
  6. Hash function choice and collision risks
  7. Partial vs. full hashing and final verification
  8. Concurrency, scheduling, and throttling
  9. Incremental rescans and checkpointing
  10. Safe dedupe actions (verification before deletion, hard links vs. reflinks, metadata/ACLs)

Assume a cross-platform target (Linux/macOS/Windows) unless noted otherwise. Include implementation-oriented guidance (APIs, flags, data structures) where helpful.

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