Modern security operations often face a paradox: while companies hoard more data than ever, the cost of centralizing it for analysis has become prohibitive. Enterprises have shifted security telemetry into diverse, low-cost tiers like data lakes and cloud object storage, inadvertently creating a search crisis where investigation tools cannot easily access or correlate information across platforms. DataBahn aims to solve this by extending its agentic data control plane to perform queries where data resides, avoiding the need for costly re-indexing or duplication.
The platform integrates a live knowledge graph called Reef, which automatically maps raw data points—such as IP addresses—to specific devices and owners, providing immediate context. By pairing this with Lumen, an AI-driven threat-hunting agent, analysts can use plain language to trigger investigations that span multiple systems. Instead of manually correlating browser tabs, security teams receive a cited, actionable timeline. According to Aditya Sundararam, chief product officer at DataBahn, the move represents a fundamental shift from merely managing data pipelines to orchestrating intelligence across the entire enterprise environment.




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