Watch raw datasets
Ingestion truth.
Integration · Ingestion
Airbyte
Stale raw tables surface before marts quietly go quiet.
The problem
Sync jobs finish; raw tables still disappoint; marts inherit the lie.
The outcome
Freshness SLAs on raw and mart tables catch silence early.
Raw
First signal
Marts
KPI signal
Tool
Same queue
What you get
Watch marts
Business truth.
Don’t trust green sync alone
Warehouse confirms.
Cost still applies
Large syncs + scans.
- ✓Freshness product
- ✓Fivetran sibling pattern
- ✓Demo
- ✓Integrations hub
Related
Integration · Warehouse
Google BigQuery
Freshness and cost from INFORMATION_SCHEMA and JOBS — never result rows.
Integration · Transform
dbt Core
Upload run_results.json or wire a webhook for calm failure triage.
Integration · Transform
dbt Cloud
Same triage path for Cloud runs — artifact-first, rows never exported.
Try VectorData, then decide
Open workspace, or book a Data Stack Health Audit credited toward Managed.