Instacart: Machine Learning Fully Automated Approach

We measure how chaotic every table is. And we actually, we store all of that metadata in the client's environment and then build time series models on those. We were doing the rules based approach. Anybody could write a sequel query that would return bad data and get an email notification. So really this this machine learning fully automated approach is something that we built for an envelope.