I've not spent enough time on Pearl, but Migual Hernan and Jamie Robins have a free textbook on causal inference at https://www.hsph.harvard.edu/miguel-hernan/causal-inference-... ; parts of it were pretty useful for a causal inference assignment I did earlier this year.