This session explores recent innovations that enhance pipeline scalability, reliability, and availability. We will cover key updates in autoscaling, high availability, and reliability, alongside progress in streaming ML and IO excellence. Attendees will discover how these enhancements facilitate the building of robust, next-generation streaming architectures.