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

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