When it comes to the most used devices for online shopping in France, smartphones dominate overall, but device preference shifts sharply depending on how frequently consumers shop online. Heavy online users lead smartphone adoption at , compared to just among light online users — a 34-percentage-point gap that underscores how deeply mobile commerce is embedded in high-frequency shopping behaviour.