A pipeline change should be tested before it retrains production models on confidential data. Which approach best fits?

1. Use a versioned evaluation dataset and consistent metric definitions.
2. Capture end-to-end artifact lineage.
3. Preserve compatible prior artifacts and a tested rollback procedure.
4. Validate the workflow using approved isolated test inputs and environments.