Hi @aabugaev. Sorry for the delayed reply - I have a young child so life is more hectic than it was!
So I think you’ve actually found a bug. I’ve created an issue here Ensure causal impact is calculated from posterior predicted observations, not expected values · Issue #294 · pymc-labs/CausalPy · GitHub which I’ll get to.