The AlphaSOC Analytics Engine processes network telemetry from EDR tools, cloud infrastructure, network devices, and sensors to identify emerging threats and compromised workloads in near real-time. It leverages machine learning, active fingerprinting, reputation scoring, and prevalence scoring to detect anomalies and highlight suspicious activities. The solution integrates with cloud-native services like AWS EventBridge, Azure Sentinel, and Google Cloud Pub/Sub, reducing false positives by 60-90% and improving remediation efficiency by over 200%. The engine provides high-fidelity alerts for security teams, supporting threat hunting and compliance monitoring across multi-cloud environments.