A transformation should be tested against malformed records and boundary values before production data is processed. Which approach best fits?

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