This talk will discuss how Shopify manages large volumes of ML data (billions of rows) using Feast. Shopify decided to adopt Feast to build their ML Feature Store in early 2021. We will speak about how we contributed to Feast to make it more scalable (example of PRs we have contributed at <a href="https://github.com/feast-dev/feast/pull/1602">https://github.com/feast-dev/feast/pull/1602</a>)