while haven't checked out Fluvio yet, we are fans of Arroyo. regarding latter my understanding is that the team is going for a SQL first complete replacement for Flink. Denormalized is meant to be an embeddable engine you can import within your project. Our plan is to focus on the developer experience for users building with Python and Typescript in particular.