A fast-growing brand wanted to expand into a new international market, expecting the same customer acquisition costs as their home market. Instead of scaling immediately, I ran a lean validation test with a small budget.

The test revealed that CPR was 3–4x higher than expected, which would have made scaling unsustainable. By validating first, we avoided wasting thousands on unprofitable campaigns.