Funnily enough I tried to look into Causal Analysis because I thought it might be applicable to something I'm working on.

What I found was exactly like you said, a bunch of theory which was kind of interesting but didn't seem very practical at all.

Lots of DAG manipulation without actually explaining how to gather data and model a DAG yourself.