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name, description
name description
validation-rulebook Use to define validation, freshness, and compliance checks for enriched data.

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 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.