Agree. I also suggest looking at Alex Deng's unfinished book on causal inference and, particularly, A/B testing: https://alexdeng.github.io/causal/

Alex Deng worked with Ron Kohavi at Microsoft Analysis and Experimentation Team and co-autored many important papers on the topic, including paper about CUPED.