Use when establishing tests, monitoring, and incident response for analytics.
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What the file says
# Analytics Quality Gates Skill
## When to Use
- Designing validation steps for new models or dashboards.
- Setting up automated data quality monitoring.
- Running incident reviews after data breaks.
## Framework
1. **Test Coverage** – schema, freshness, unique, referential, accepted values, volume thresholds.
2. **Alerting** – severity tiers, alert channels, on-call rotation, escalation policies.
3. **Incident Response** – triage checklist, communication templates, resolution targets.
4. **Change Management** – approval workflow, rollback plan, audit logging.
5. **Postmortems** – root cause analysis, remediation tasks, knowledge base updates.
## Templates
## Templates
- **QA Checklist**: See `assets/qa_checklist.md` for validation steps.
- **Quality matrix** (model/table → tests → owner → SLA).
- **Incident playbook** (trigger, response steps, communication log).
- **Change request form** with risk assessment.
## Tips
- Tie quality gates to CI/CD or dbt Cloud jobs to block bad deploys.
- Keep alert fatigue low by tuning thresholds.
- Document every incident for future prevention.
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The line at the top of this page pins the label git:20251119.8c446bf, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_fupbouacs2fckuaq
GET https://markdownregistry.com/api/v1/resolve?ref=gtmagents/gtm-agents/quality-gates
GET https://markdownregistry.com/api/v1/blob/a7bc67ddd583059bd5244826b90ce13256cab83d8a23c4be704583a8e4294e6f
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