Why campaigns should optimize for business value, not dashboard comfort

The platform event is not the business result

A cheap lead can be unqualified. A trial can expire before payback. A purchase can carry no margin. Start with the decision the business needs to make, then define the observable event closest to that decision.

Build the event spine before scaling spend

Name the event, owner, source, identity key, validation rule and allowed delay. If any of those are ambiguous, more traffic increases uncertainty instead of learning.

• One definition across product, warehouse and media
• A health check for missing or duplicated events
• A fallback decision when attribution is delayed

Value optimization needs an explainable floor

Predicted value can help when final revenue arrives late, but the model needs a visible definition, refresh cadence and error tolerance. The operator should know when to trust the prediction and when to fall back to a simpler event.