For a hands on introduction to Causality, I would recommend “Causal Inference in Python” by M. Facure https://amzn.to/46byWnl Well written and to the point.

<ShamelessSelfPromotion> I also have a series of blog posts on the topic: https://github.com/DataForScience/Causality where I work through Pearls Primer: https://amzn.to/3gsFlkO </ShamelessSelfPromotion>