Attribution & Measurement
Your maximum profitable CPA is not the number at which the campaign "looks good." It is the acquisition cost at which the order still meets the profit requirement you have chosen.
Example:
Contribution before advertising = $50.
If you are willing to break even on the first order, $50 is the maximum first-order CPA.
If you want to retain $15 contribution per first order: $50 - $15 = $35 target maximum CPA.
If new customers reliably generate future contribution, you may accept a higher first-order CPA. Use actual cohort data and a defined payback period, not optimistic lifetime revenue.
A single account CPA target can be misleading when products have different margins. Calculate allowable CPA by meaningful product groups.
The maximum is an economic boundary. Your campaign target should normally leave enough safety for volatility and overhead.
If your Meta or Google CPA target was chosen without a margin calculation, send us an inquiry. We can build the acquisition ceiling from your actual Shopify economics.