In a world where every pixel is a decision, this A/B Testing project examines how digital banner designs, specifically sneakers vs. accessories, impact user behavior on desktop platforms. By analyzing real customer conversions, it uncovers how subtle visual cues can shift attention, influence sales, and shape strategy