CloudRun is a serverless compute platform that allows running stateless containers without managing infrastructure or clusters. It supports many languages and automatically scales applications. CloudRun has several advantages over Google Kubernetes Engine (GKE) like automatic scaling, pay per use, and a fully managed platform. However, GKE allows more control and supports additional GCP products and deployment strategies at the cost of managing infrastructure.