Standardize artifacts
run_results.json every run.
Learn · dbt
How to monitor dbt in production
Artifacts, CI, and morning triage that stick.
The problem
CI red is necessary and insufficient. Production monitoring needs artifacts, grouping, and a daily ritual.
The outcome
Wire artifact intake, group failures, and check Watchdog before standup — every day.
CI
Catch
Prod
Triage
Ritual
5 minutes
What you get
Group before Slack
Root cause first.
Track last good run
Diffs save time.
Review mute habits
Fatigue is a regression.
- ✓Product: /vectordata/dbt-failures
- ✓Learn: /learn/dbt-run-results-json
- ✓Docs: /docs
- ✓Demo
Try VectorData, then decide
Open workspace, or book a Data Stack Health Audit credited toward Managed.