In my last post, I strongly encouraged monitoring Machine Learning (ML) models with streaming databases. In this post, I will demonstrate an example of how to do this with Materialize. If you would like to skip to the code, I have put everything in this post into AIspy, a repo on GitHub. DTCase Study Let’s assume that we are a machine learning practitioner who works for Down To Clown, a Direct To Consumer (DTC) company that sells clown supplies.