This meetup encompasses the implementation journey of migrating from a streaming ETL architecture to using Polaris, a fully managed DaaS for Apache Druid created by Imply. We will review the challenges of Tapcart’s use of ETL pipelines for real-time user facing analytics as well as why we decided to switch to a different architecture to meet our product needs.