DeltaStream: The Real-Time Context Engine for Agents

DeltaStream is positioned as a crucial real-time context engine for AI agents, addressing the challenges that arise when agents require immediate, continuous, and accurate context to function effectively. As AI agents matured in 2025, transitioning from experimental demonstrations to active roles in monitoring, security, customer service, and more, the limitations of traditional data architectures became apparent. These systems, primarily designed for slower, batch-based processing, struggle to provide the real-time context necessary for agents to make informed decisions. DeltaStream solves this by offering a unified platform that integrates technologies like Apache Flink and ClickHouse to process and serve real-time, continuously updated contexts. This capability allows agents to query live, maintained data, significantly enhancing their ability to respond to dynamic environments accurately. By eliminating the complexity of building and maintaining streaming pipelines, DeltaStream empowers teams to deploy agents more efficiently and cost-effectively, ensuring that real-time context is both accessible and reliable. As real-time context engines become fundamental to AI systems, DeltaStream aims to be the default choice for AI agents needing to understand the world in real-time.