Yes, exactly. And most of the time, you can get by with a simple model like a random forest, so you just need to have a few analysts/engineers doing feature engineering, and feeding it into your model.

Almost everyone using more complicated architectures (e.g. neural networks) are adding unnecessary complexity. [1]

[1]: Unless you're doing computer vision.