I wasn't asking about that. Rather, I was referring to applying casual modeling (like recommending, A/B testing, churn prediction, etc) to cases where [I believ

I wasn't asking about that. Rather, I was referring to applying casual modeling (like recommending, A/B testing, churn prediction, etc) to cases where [I believe] using a randomized experiment to test the causality seems peculiar.