Programming to interfaces help in this matter. e.g. if I have a data interface, I could use the same type on any format I liked. If it is the same interface, methods are the same too.

For encapsulation and message passing, coroutines work wonders. You could use a generator in Python, or a goroutine in Golang. And then you could treat different modules of your program, as if they were a standalone independent part.