Qualified outcomes, attribution, clean rooms, fraud, and delivery transparency

Platform-interface metrics, creative engagement, and platform credit remain insufficient proof of business impact. Current reading further supports connecting acquisition to retention, CRM quality, sales outcomes, revenue, and profitability, while vendor claims and generic agency guidance remain hypotheses without methodology or incrementality validation.