In this combination of a talk and a demo, we'll take a look at how contemporary architecture design patterns and new data storage capabilities now both allow and require .Net developers to build a GraphQL API platform that serves as a common semantic layer over a set of heterogenous data sources with the ability to serve real time transactional data at scale. This API layer can also service the data augmentation requirements of your AI stack.