What Data Governance Policies Does RevOps Need?
Publish a small set of enforceable policies that make revenue data trustworthy, compliant, and auditable—then scale.
By Pedowitz Group RevOps Practice • 200+ GTM transformations
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Executive Summary
Direct answer: Start with eight policy pillars—ownership & stewardship, data dictionary, identity & access, privacy & consent, data quality, source-of-truth & precedence, change control, and audit & retention. Each needs owners, definitions, controls, and SLAs. Roll out in 60–90 days with a tool registry, release notes, and training, then mature into lineage, incident response, and AI/automation guardrails.
RevOps Policy Checklist (The Essential Eight)
| Policy | What it defines | Controls | Owner |
|---|---|---|---|
| Ownership & Stewardship | RACI for objects, fields, metrics | Data stewards; intake SLAs | Head of RevOps |
| Data Dictionary | Definitions for stages, fields, KPIs | Versioning; release notes | Process & Analytics |
| Identity & Access (RBAC) | Roles, SSO/SCIM, least-privilege | Quarterly access reviews; audit logs | RevOps + IT/Sec |
| Privacy & Consent | Consent flags, DSR, residency | Stored procedures; deletion SLAs | Legal + RevOps |
| Data Quality | Required fields, dedupe, validation | Automated rules; health score | Data Steward |
| Source of Truth & Precedence | Authoritative systems per field | Sync rules; conflict resolution | Architecture |
| Change Control | Intake → prioritize → release | CAB, rollback, version tags | RevOps COE |
| Audit, Retention & Backup | Retention periods, RPO/RTO, logs | Tamper-evident logs; test restores | Security + RevOps |
Do / Don’t While Implementing Governance
| Do | Don’t | Why |
|---|---|---|
| Centralize definitions and stage criteria | Allow teams to edit KPIs locally | Prevents metric drift |
| Automate consent and DSR workflows | Run manual deletes at scale | Compliance + speed |
| Use least-privilege RBAC and SSO/SCIM | Share logins or admin roles | Auditability & risk control |
| Version dashboards and the dictionary | Change formulas without notes | Trust in numbers |
| Maintain a tool registry with owners | Add connectors without review | Controls sprawl & cost |
RACI Snapshot
| Workstream | R | A | C | I |
|---|---|---|---|---|
| Data Dictionary | Analytics | Head of RevOps | Sales/Marketing/CS | Finance |
| RBAC & Access Reviews | IT/Security | CISO/CIO | RevOps | HR |
| Consent & DSR | Legal | Chief Privacy Officer | RevOps + IT | Support |
| Change Control | RevOps COE | Head of RevOps | CAB | All GTM |
Governance Metrics & Gates
| Metric | Formula | Target/Range | Stage | Notes |
|---|---|---|---|---|
| Data Health | % records meeting standards | ≥ 95% | Run | Required fields, dedupe, validity |
| Access Review Completion | Users reviewed ÷ Total users | 100% quarterly | Run | Offboarding SLA |
| Consent Integrity | Records with provable consent ÷ Total | 100% | Run | Region-aware flags |
| Release Quality | Changes w/o rollback ÷ Changes | ≥ 95% | Change Control | Version + audit |
| DSR SLA | Requests closed on time ÷ Requests | 100% | Privacy | Deletion/Access/Rectify |
60–90 Day Rollout Playbook
| Step | What to do | Output | Owner | Timeframe |
|---|---|---|---|---|
| 1 — Charter | Define scope, owners, and gates | Governance charter | Head of RevOps | Week 1 |
| 2 — Dictionary v1 | Publish KPI/stage/field definitions | Data dictionary | Analytics | Weeks 2–3 |
| 3 — RBAC & Consent | Enforce SSO/SCIM; codify consent flags & DSR | Access model + SOPs | IT/Sec + Legal + RevOps | Weeks 3–5 |
| 4 — Quality & Precedence | Implement validation, dedupe, source-of-truth | Quality rules live | Architecture + Stewards | Weeks 5–7 |
| 5 — Change Control & Audit | Stand up intake, CAB, release notes, logging | Change policy live | RevOps COE | Weeks 7–9 |
Deeper Detail
AI & automation guardrails: treat AI agents like any privileged system. Require retrieval from approved sources, policy validators, role-based approvals for sensitive actions (publishing, deletes), cost/decision telemetry, and kill-switches. Add lineage for prompts, models, and datasets in your tool registry. For outsourcing or co-managed models, maintain KPI ownership and release sign-off internally.
TPG POV: We operationalize governance across HubSpot, Salesforce, Marketo, Adobe, and modern data stacks—publishing the dictionary, enforcing RBAC and consent, and launching change control so revenue data is reliable and audit-ready.
Related resources: When to outsource or co-manage RevOps (governance considerations).
Additional Resources
Frequently Asked Questions
Quarterly for access, semi-annually for dictionary and quality rules, and after any major regulatory or platform change.
No. Begin in CRM/MAP with policy and automation; extend policies to the warehouse and BI as you mature.
In your tool registry (CMDB) with object/field owners, integrations, and downstream reports for impact analysis.
The Change Advisory Board (CAB) chaired by RevOps; analytics and security are consulted, GTM leaders informed.
Data health ≥95%, zero overdue DSRs, 100% quarterly access reviews, declining release rollbacks, and stable forecast accuracy.