After DAG success, verify freshness
Tables actually moved.
Integration · Orchestration
Pair DAG failures with warehouse freshness and dbt health.
The problem
Airflow green ≠ mart truth. Two consoles, no shared story.
The outcome
Keep warehouse reliability in VectorData while Airflow orchestrates — freshness and dbt confirm outcomes.
Orchestration
Airflow
Truth
Warehouse + dbt
Ritual
One morning queue
Tables actually moved.
Artifact triage.
Spike awareness.
Honest Soon where needed.
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.
Open workspace, or book a Data Stack Health Audit credited toward Managed.