SKILL.md
Validation Rulebook Skill
When to Use
- Running QA before syncing enrichment outputs to GTM systems.
- Auditing providers after schema changes or outages.
- Documenting compliance-ready validation procedures.
Framework
- Rule Catalog – list required fields, regex patterns, allowed values, and dependencies.
- Freshness Thresholds – define time-based SLAs per signal type.
- Confidence Scoring – set weighting for provider, validation method, and history.
- Exception Handling – create workflows for quarantining, reprocessing, or escalation.
- Compliance Hooks – log approvals, data residency tags, and retention policies.
Templates
- Rule table (field, check, threshold, severity, owner).
- QA runbook with pre/post sync steps.
- Compliance audit packet ready for legal/infosec reviews.
Tips
- Automate as many rules as possible but keep manual sampling for high-impact signals.
- Version rules alongside taxonomy updates.
- Pair with
data-quality-stewardoutputs for sign-off history.