Verify outputs
Not only task success.
Integration · Orchestration
Cloud Composer
GCP orchestration plus BigQuery metadata in one reliability story.
The problem
Composer runs the schedule. BigQuery holds whether the data is actually trustworthy.
The outcome
Use VectorData for warehouse freshness, dbt, and cost beside Composer-managed pipelines.
GCP
Composer
BQ
Truth layer
Ops
Calm queue
What you get
dbt in the path
Triage artifacts.
Cost on scheduled jobs
Baselines matter.
Same SA principles
Least privilege.
- ✓Airflow sibling
- ✓BigQuery integration
- ✓Security
- ✓Demo
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.