Sifflet

Full-stack data observability platform combining data quality monitoring, lineage, and cataloging in a unified solution.

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Key Features

✓ No-code monitors: Volume, freshness, schema
✓ AI anomaly detection: ML-based thresholds
✓ Custom SQL monitors: Flexible rule creation
✓ Coverage scoring: Quality coverage metrics
✓ End-to-end lineage: Source to BI
✓ Column-level: Field-level tracking
✓ Cross-platform: All data stack tools
✓ Impact analysis: Change propagation
✓ Auto-discovery: Automatic metadata harvest
✓ Business glossary: Term definitions
✓ Ownership: Data stewardship
✓ Search: Find and understand data
✓ Alerting: Slack, Teams, email
✓ Incidents: Issue tracking and resolution
✓ Comments: Collaborative troubleshooting
✓ Reports: Quality dashboards