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financeMEDIUM2026-04-18 11:23 UTC

Why Anomaly Detection Can't Block the Ingestion Pipeline

The first version of the anomaly evaluator ran inline. A batch of 100 readings flushed to TimescaleDB, then the same function called evaluate_batch, which fetched alert rules, computed rolling statistics from the continuous aggregates, checked cooldown windows, persisted alerts, published NATS event

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