When revenue per session hides the wrong result

Break the result before calling the winner

Read conversion rate, order value, contribution, returns, and customer type together. Split the test by device and acquisition source when the sample allows it.

Example

A test can raise revenue per session by pushing a costly bundle while lowering purchase rate and increasing returns. That result may look positive for a week and damage the business after fulfilment.