An elegant way to do feature engineering — feature engineering foundations

After repeating creating use case-specific and business logic coupled feature engineering code for a couple of years, I am thinking if it is possible to have a model agnostic (both algorithms and frameworks ), production-ready, data scientist friendly way to do feature engineering. I would summarize what we did for the use cases in financial service and…