A preprocessing change alters feature order but the production estimator remains unchanged. Which deployment practice best prevents this class of failure?

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  1. Deploy preprocessing independently without any compatibility checks.
  2. Sort feature names alphabetically at serving regardless of training order.
  3. Version and test the compatible preprocessing and estimator artifacts as one serving contract.
  4. Increase endpoint memory as the only correction.

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