Real-Time Trending Analytics

Real-time windowed aggregation engine: 1-minute tumbling and hopping windows per dimension, per-interval top-K ranking, out-of-norm alerting, sigma deviation triggering, and curated drill-down with root-cause dimension linking per window.

• Continuous per-interval Top-K aggregation on grouped dimensions with configurable window size
• Out-of-norm score per dimension — automatically explains what changed since last window
• Sigma-deviation alerting on every time-series window per threshold per metric
• Curated drill-down per spike — root-cause dimension linked from the alert context

• Detect trend anomalies in real-time rather than reviewing spreadsheets every Monday
• Per-window drill-down from alert to root event takes a single click and under a second
• Same query runs live on the stream — no reshape scripts or stored procedures needed
• GPU-ready windowed frame enables 60 frames per second dashboard refresh on large datasets