I've been working on similar lately. Changepoint detection over our metrics time series, and using that to inform automated root cause analysis.

I think your work was mentioned on our team channel this week.

I found these papers to be pretty interesting:

https://arxiv.org/abs/2305.10638 https://arxiv.org/abs/2402.02357

Anything else I should be reading?