The Importance of Encapsulation in Data Science

Kafka gives us the foundation that allows us to build almost anything on top of when it comes to data. We just always, I think hit the places where it stopped working. That's the thing we never pulled encapsulation off. And yeah, I guess my pitch is that Kafka gives us the groundwork for a new kind of software architecture.