Not every model needs a real-time endpoint. Here is how to choose between online inference and scheduled batch scoring without overbuilding.

If training and production scoring use different column logic, the model’s inputs quietly drift. Here is why one shared feature build beats ad-hoc spreadsheets for serious ML.