A pipeline's output schema changes in a way that may break independent downstream consumers. Which approach best fits?

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

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