UST IQ for AMI Analytics automates the full data engineering pipeline, from ingestion of high-volume, high-frequency metering data to consolidated insights, so that AMI business operations can focus on critical decision-making rather than IT infrastructure management. It ingests real-time and historical meter, event, alarm, GIS, and external data, harmonizes and curates it into query-ready formats using cloud-native, microservices-based architecture, and enables self-service querying, location-aware, role-based analytics, and proactive exception management. It empowers operations teams with insights on network anomalies, meter status, outages, and environmental overlays (e.g., seismic or weather data) to optimize field crew dispatch, prevent costly failures, and streamline restoration. It processes hundreds of millions of records daily with low-latency micro-batching (e.g., 5-minute intervals), delivering 30-day rolling averages, alert-triggered triggers, and more.