A feature is computed differently in the online service than in the training pipeline. Which approach best fits?

1. Investigate leakage and spurious correlations with representative validation.
2. Evaluate a governed feature-management approach appropriate to batch and online access.
3. Record metrics with the exact evaluation data and procedure.
4. Unify and test transformation semantics across training and serving.