Measuring True Campaign Uplift in Noisy E-Commerce Data: A Practical Heuristic Approach

In large e-commerce marketplaces, measuring campaign impact is far from trivial. Fake discounts, and volatile merchant behavior make it difficult to answer a deceptively simple question: Did this campaign actually drive incremental sales, or would these products have sold anyway?