A data transformation change is ready for release. Which validation strategy best supports confidence?

1. Run destructive tests directly against production because it is realistic
2. Unit tests for logic and integration/end-to-end tests against isolated representative data
3. Treat a successful package upload as proof of correct data
4. Check only notebook spelling