Launched a "free shipping on all orders" test last year. Sales jumped 15% in week one. Then they cratered 20% by week three. Turns out, people just bought more of the cheap stuff they would have anyway. Lesson learned: always watch the *profit* margin, not just revenue. What was the sample size on that one, anyway?