Demo: Streaming Agents for price matching, with RAG, observability, and Real-Time Context Engine

Oct 29, 2025

http://github.com/confluentinc/quickstart-streaming-agents/

Streaming Agents enable you to build, deploy, and orchestrate event-driven agents on Apache Flink® and Apache Kafka®. Embedded in the stream, they can tap into the latest enriched data and be the eyes and ears of a business, continuously monitoring and acting on live operational events. In this demo, Brenner Heintz, Staff Technical Marketing Manager at Confluent, shows how to build price matching agents, do vector search for retrieval augmented generation (RAG), and leverage Confluent’s Real-Time Context Engine to process and serve fresh context the moment it’s needed for AI decision-making.

LEARN MORE
► Quickstart: http://github.com/confluentinc/quickstart-streaming-agents/
► Webinar: https://www.confluent.io/resources/online-talk/how-to-build-streaming-agents/
► Product webpage: https://www.confluent.io/product/streaming-agents
► Docs: https://docs.confluent.io/cloud/current/ai/streaming-agents/overview.html

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GitHub: https://github.com/confluentinc

ABOUT
Confluent is pioneering a fundamentally new category of data infrastructure focused on data in motion. Confluent’s cloud-native offering is the foundational platform for data in motion – designed to be the intelligent connective tissue enabling real-time data, from multiple sources, to constantly stream across the organization. With Confluent, organizations can meet the new business imperative of delivering rich, digital front-end customer experiences and transitioning to sophisticated, real-time, software-driven backend operations. To learn more, please visit https://www.confluent.io/.