A new source changes a numeric column into free text and the preprocessing job silently emits nulls. Which control should catch this before training?

1. Only a random train-test split after the nulls are produced.
2. Only a model endpoint CPU alarm.
3. A schema and completeness quality rule with a defined failure or quarantine action.
4. Only a larger training instance.