Unified platform: The integration of data observability data quality and data discovery within single control plane simplifies architecture and operational overhead. Cloud ecosystem integration: Seamless integration with modern data platforms and cloud services. (ex. Snowflake, AWS, Databricks) support cloud native data strategies. AI and automation first approach: Intelligent anomaly detection, automated rule suggestions and augmented remediation reduce manual efforts and improve time to detection for data issues.
April 30, 2026
The GUI's are tedious and slow. Push down optimization creates a view on the fly that requires a table lock which creates a mess. The generated SQL subqueries are not formatted which makes the analysis slow.
April 2, 2026