Actually I feel like causalities time has come. The framework that has convinced me is just the simple approach of doing controlled experiments over observational data to establish causal links via DAGs no need for any drama!
It seems to be just shuffling around the hard part of the problem. Causality still depends on some unstructured optimization problem of generating and evaluating causal diagram candidates. I haven’t really seen it applied where the set of potential causal relationships is huge.