Modern cyber operations generate massive, high‑dimensional data, alerts, asset inventories, scan results, DNS and TLS telemetry, threat intel feeds, and more—yet most teams still force this data into legacy, row‑and‑column patterns that were never designed for AI‑driven analysis. This talk presents a practical approach to modernizing, vectorizing, and visualizing your cyber operations data using the Qdrant vector database as the core of a next‑generation threat intelligence and recon platform.