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-steward outputs for sign-off history.