Built for Governed, Agentic Data Workflows

Ingestion

Connect to databases, warehouses, files, and cloud drives through connector-driven onboarding. Validate source access, then run extraction using scalable background jobs.

Data Quality & Insights

Verify schema quality early through preview and metadata inspection. Monitor downstream quality and insight payloads across extraction lifecycle stages.

• Schema shape validation and completeness checks during preview.
• Metadata enrichment across all extracted tables and files.
• Data quality check results surfaced in the dashboard and lineage views.
• Quality events feed into the alert and notification pipeline.

Dashboards

Pin metrics and charts into persistent dashboard cards so business users can track current state without rebuilding analysis every cycle.

• Create metric tiles and chart cards from clean, queryable extracted data.
• Pin cards to persistent dashboards shared across workspace users.
• Dynamic card generation from governed data outputs.
• Lineage tracking from source through to dashboard card.

Alerts & Notifications

Convert thresholds and quality events into operational actions. Notifications and delivery history run through resilient worker queues independent of the API path.

• Threshold-based alerting on metric values and data quality outcomes.
• Delivery history for all notification events.
• Worker-queue architecture ensures delivery resilience under load.
• Email and notification workers run independently from user-facing API paths.

Queue-Driven Processing

Processing is event and queue driven to support scale while keeping user flows responsive. No extraction or notification job blocks the API path.