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contribution profit

Diagram of paper stacks for an asking price and a shorter profit stack, with salary slips, ad invoices, saleable cartons and aged stock set apart.

Profit-first growth

How to test an ecommerce asking price before you pay

Listings often show an asking price beside a profit figure, sometimes as a monthly multiple. That price is usually the multiple times the seller's earnings, plus saleable stock at landed cost. Convert the multiple, test the add-backs, and rebuild the profit an operator would keep before you treat two listings as comparable.

Balance scale with mixed ad-channel tiles crumbling on one pan and a single campaign weight on the other, set over a map of geo holdout regions.

Ecommerce data and measurement

How to judge campaigns when attribution fragments

Google's PMax channel report, GA4's AI Assistant channel and Klaviyo delivery look like scorecards. They are mostly diagnostics. Here is what each can decide, what still needs an experiment, and what the public evidence cannot support yet.