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Back to DSA
Graphshard70 minSecurity Engineer

Audit Dependency DAG Recovery

Security Engineer signal: topological sort + cycle detection in a audit event compressor context. This is a ProdMatch-owned security engineer drill, framed as a April 2026 Postman Compliance simulation, not a copied platform question.

Company context

Postman · Compliance

Freshness

April 2026

Product surface

audit event compressor

ProdMatch interview simulation based on product-team patterns; not a claim of a real company question.

Question

You own audit event compressor for a Security Engineer loop. Given events and directed dependencies between them, return a valid execution order. If a cycle exists, return an empty list and identify that the rollout is blocked.

Input

  • n nodes labelled 0..n-1 and dependency pairs [before, after].

Output

  • A valid order of all nodes, or [] when dependencies contain a cycle.

Constraints

  • 1 <= n <= 200000
  • 0 <= dependencies.length <= 400000
  • The graph may be disconnected.

Concepts

  • attack graphs
  • policy tries
  • anomaly detection
  • topological sort
  • cycle detection
  • dependency graph

events: 4, deps: [[0,1],[0,2],[2,3]] -> [0,1,2,3] or [0,2,1,3]

Approach

Try framing your own approach first. The 30 seconds you think before peeking is where learning happens.

Clean Solution

Reveal the approach first.

How well did you understand?

Your rating tunes when this problem shows up again.

Common Mistakes

  • Mark visited when enqueueing, not after repeated dequeue.
  • Do not ignore disconnected components if the product surface can have them.

Next Similar Problems

Attack Dependency DAG RecoverymediumAttack Evidence Path FinderhardPolicy Dependency DAG Recoveryhard