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 1. Rule Catalog – list required fields, regex patterns, allowed values, and dependencies. 2. Freshness Thresholds – define time-based SLAs per signal type. 3. Confidence Scoring – set weighting for provider, validation method, and history. 4. Exception Handling – create workflows for quarantining, reprocessing, or escalation. 5. Compliance Hooks – log approvals, data residency…