Recently a data platform vendor introduced us to their latest offering: a feature store module for machine learning projects. They highlighted the usual selling points, like reducing train-serve skew, feature backfilling, and enhancing feature documentation. However, one of our experienced senior data engineers remained unconvinced. The question on their mind was straightforward: “Is a feature store truly necessary when we already have a fully operational data platform?”. Indeed, there mi...
