This document discusses the speaker's experience scaling Elasticsearch clusters on Kubernetes. It provides an overview of: 1) The speaker's background working with search infrastructure at Shopify, moving applications to Google Cloud and growing Elasticsearch clusters. 2) Concepts for running Elasticsearch on Kubernetes including StatefulSets, Deployments, Services and configuration. 3) Automating Elasticsearch operations like rolling updates, scaling, and snapshots using custom Kubernetes components. 4) How the speaker developed a "search operator" product to manage Elasticsearch clusters internally at Shopify in a standardized way with good practices.