Marketing campaigns should be evaluated by the value they create for the business and customer, not only by the metrics easiest for a platform to report.
Define the valuable outcome
Agree on what counts as a qualified lead, sale, retained customer or other result. Establish how quality and value will be observed after the initial conversion.
Connect media with downstream data
Where appropriate and lawful, reconcile advertising activity with CRM, transaction and service outcomes. Validate identifiers, consent and event implementation.
Estimate incremental effect
Attributed conversions do not necessarily show what the campaign caused. Use experiments, holdouts or other credible comparison methods when the decision justifies them.
Include economics
Revenue without margin, returns, fulfillment cost or customer lifetime context can mislead investment decisions.
Use platform metrics diagnostically
Reach, clicks and engagement help explain delivery, but they are not substitutes for the objective.
A useful measurement system acknowledges uncertainty and supports allocation decisions. It should reward profitable customer value rather than activity for its own sake.
