From detection to prevention. Start right, shift left.

Start right. Monitor at lakehouse scale.

• High-speed anomaly detection purpose-built for Databricks helps you monitor metrics across all your tables and data products.
• With built-in backfilling, Soda instantly analyzes historical metadata and metric trends, so teams gain immediate visibility into past data quality metrics and can uncover anomalies that might have previously gone unnoticed.
• Soda's smart alerting system provides the highest anomaly accuracy paired with explanations to avoid alert fatigue. Resolve detected anomalies, then prevent issues from happening again. otebooks and CI/CD so bad data never reaches production.

Shift left. Prevent critical issues.

• Catch and fix data quality issues before they impact production by embedding Soda checks directly into your Databricks notebooks and CI/CD workflows.
• Define checks directly as code or through an intuitive no-code UI, making data quality accessible for all, from engineering to operations.
• Enforce checks automatically as data contracts and ensure every dataset meets agreed-upon standards between data producers and consumers—reducing costly rework and protecting downstream analytics, dashboards, and AI models.

FAQ

• Does data leave Databricks when using Soda?
  ‍No. You can manage observability, testing, and contracts without data leaving your Databricks environment.
• How is Soda different from generic observability tools?
  ‍Soda is built for both detection and prevention—combining anomaly detection, pipeline testing, and collaborative data contracts in one platform.
• How accurate/fast is the anomaly detection?
  ‍Soda’s algorithms detect anomalies up to 70% faster and more accurately than Prophet-based systems.
• Can I author checks in notebooks and automate them?
  ‍Yes. Use Soda in Databricks notebooks, then automate in jobs/CI; results flow to Soda Cloud for collaboration and auditability.
• Do you support Unity Catalog?
  ‍Absolutely. For example, you can run data ingestion checks after data is ingested into the Unity catalog.