A weekly sync to explain why reports don't match: Nice to have. A Data Scientist to manually QA every Marketing campaign: Have to have. Clean, raw SQL delivered directly to DS teams to verify and back up to Finance: Must have. Total alignment between Marketing spend and the company’s Ledger: Epic.
