Ever wondered how a single button can make a big difference? This hypothesis-testing project demonstrates the power of UI optimization for e-commerce utilizing an A/B testing dataset. Through statistical testing, I discovered a simple design change that significantly boosted customer engagement for a grocery store's Loyalty program.