> We have successfully replaced thousands of complicated deep net time series based anomaly detectors at a FANG with statistical (nonparametric, semiparametric) process control ones.

Interesting.

Were you using things like Matrix Profile too ? And if so, have those been replaced too ?

In this specific project no, but in others a very emphatic yes.