A pipeline needs a clear operational owner and alerts when expected outputs are late. Which approach best fits?

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  1. Use representative automated tests for transformation and quality behavior.
  2. Define a freshness objective with owned alerts and a response procedure.
  3. Version and validate the data contract before rollout.
  4. Record versioned artifacts and run configuration with operational provenance.

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