Kafka is a great tool, but it was never designed to be an engine for real time analytics. There have been attempts to build a native analytics engine over Kafka, but they have been held back by its original design. In this talk, I will share how I would redesign Kafka today to become capable, reliable and cost-effective for real time analytics.