This document summarizes a presentation about near real-time analytics platforms at Uber and LinkedIn. It discusses use cases for streaming analytics, challenges with scalability and operations, and new platforms developed using Apache Samza and SQL. Key points include how Samza is used to build streaming applications with SQL queries, operators, and support for multi-stage workflows. The platforms aim to simplify deployment and management of streaming jobs through interfaces like AthenaX.