Other resources on feature stores that help clarify the difference and when to choose it over a data warehouse
https://medium.com/data-for-ai - several blogs discussing feature stores for machine learning
https://www.logicalclocks.com/blog/feature-store-the-missing... - in depth explanation
featurestore.org - list of all feature stores available and in production