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Interview question · Software, Data & Model Supply Chain

Who should be allowed to promote a model in the registry, and how do you detect tampering?

Promotion to production is a deployment decision dressed as a metadata change. The scored answer gives it change control, binds it to evidence, and makes swaps detectable.

mediumNewPreparation tags: Databricks, Google, AmazonUpdated Nov 2026

Promotion to production is a deployment decision dressed as a metadata change. The scored answer gives it change control, binds it to evidence, and makes swaps detectable.

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What would you say before reading the answer?

  1. 01 State the assumptions your answer depends on.
  2. 02 Explain the mechanism and choose a control.
  3. 03 Name a condition that would change your decision.

The worked answer includes an approach, scoring criteria and follow-up questions. Compare the reasoning with your own.

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What if · the follow-ups in this answer

The answer works through 6 follow-ups like an interviewer would

Models move from a staging registry to production through a 'promote' button that any ML engineer can press, and the serving system loads whatever the production alias points to.

  1. Why is promotion a production change?
  2. How should duties be separated?
  3. What should the automated gates check?
  4. How do you detect tampering?
  5. What if an urgent rollback is needed?
  6. How would you redesign promotion?

Each rung has a nudge, a model answer, the principle that carries over and the weak answer to avoid. Premium opens every answer and ladder.

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