This technical session covers the VAST DataEngine architecture and its approach to solving complex computing challenges including simplicity, geo-computing on geodata, prebuilt data pipelines, acceleration, and security. The session provides deep insights into two embedded pipelines (Insight Engine and Agent Engine) with demonstrations of new functionality. Hardware configuration best practices for scaling CPU and GPU machinery will be shared, along with a preview of the 2026 DataEngine roadmap and planned improvements.