Smartphones dominate as the most common device used for online shopping in the USA, with of both heavy online users and non-users relying on them most often — a striking consistency across engagement levels. Light online users show the greatest divergence, with smartphone preference dropping to , suggesting less habitual mobile commerce behavior among occasional shoppers.