DriftWatch

DriftWatch is a web app (with optional Slack/Teams alerts) that monitors time-series metrics and detects “silent failure” patterns: gradual drift, seasonality breakage, step changes, and sensor/data pipeline anomalies. Instead of being a full observability suite, it focuses narrowly on time-series change detection with fast setup: connect a database or metrics source, pick key series, and get baselines automatically. It provides clear incident narratives (what changed, when, likely cause category) and lightweight root-cause hints by correlating related series (e.g., revenue drop aligns with checkout latency spike). The product is realistic: it won’t magically diagnose everything, but it will reduce time-to-detection and prevent weeks of unnoticed degradation. Pricing targets small-to-mid teams that can’t justify Datadog-level spend but still need reliable monitoring beyond simple thresholds.