My style has changed over time and part of it is thanks to static type checking in Python. I rarely use dictionaries anymore when what I actually want is a different type that functions will handle down the line. So to transfer data, I usually make frozen dataclasses where I used to use dictionaries. It's more work when you want to add fields on the fly ofc but it pays dividend anytime the logic becomes more complex.