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.
For those of you interest in learning more about causality, I just announced on my mailing list (https://data4sci.com/latest) that I'm working on a series of blog posts covering the contents of Judea Pearls's Causal Inference in Statistics - A Primer (https://amzn.to/39G5lWl, affiliate link) using Python.