A reusable Databricks and Unity Catalog accelerator that monitors business data, detects anomalies, and automatically sends email alerts when metrics, freshness, quality, or activity patterns move outside expected thresholds.
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Business teams often depend on daily or hourly data refreshes, but unusual spikes, drops, missing activity, stale data, duplicate records, or sudden quality issues can go unnoticed until reports, dashboards, or decisions are already affected.
DataTheta’s Anomaly Detection & Business Alerting Accelerator helps teams monitor configured source tables, compute metric baselines, detect abnormal patterns, and send business alerts through email. Everything needed to reuse the framework, including catalog names, tables, thresholds, and email settings, is controlled through config.json.
AI systems in production
Avg. time to first outcome
Forecast accuracy improvement
Faster decision cycles
Revenue influenced by AI
Manual processing eliminated
Detect sudden increases, sudden decreases, value anomalies, missing or zero activity, stale data, duplicate record anomalies, and null or data quality spikes.
Use a trailing rolling median window to compare current metrics against stable historical behavior and reduce false signals from one-off spikes.
Reuse the accelerator across tables and environments by updating catalog names, source tables, thresholds, rules, and email settings in config.json.
Send automated email alerts to configured stakeholders when anomalies are detected, with severity-based routing and notification control.
Store metric baselines, anomaly results, and alert history in Unity Catalog Delta tables so every detection and notification can be reviewed.
Explore reusable accelerators for data quality, workflow monitoring, anomaly detection, governance, SLA tracking, and production-ready data operations.
Use DataTheta’s Anomaly Detection & Business Alerting Accelerator to monitor business data, detect unusual activity, send automated alerts, and keep teams ahead of reporting and operational issues.
DataTheta is an enterprise Data, Analytics, and AI consulting company that helps organizations build AI-ready data foundations through Data Engineering, Data Science, Business Intelligence, Data Warehousing, Generative AI, and On-Demand Experts.
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