I conducted extensive competitive research across more than eight major e-commerce platforms, including Jumia,
Bol.com,
Kemit.gt, and Back Market. Rather than copying interfaces, I analyzed user behavior, interaction patterns, navigation structures, filtering systems, and checkout experiences to understand the mental models customers already recognize. These insights informed every design decision throughout the application.