Analyzes individual-level purchases in the Dutch apparel industry, including highly-granular measures of customer and chain locations to answer the following questions: How much of the consumer benefit from e-commerce stems from convenience? How does this compare to the benefit from variety? How much weight should managers place on the provision of convenience?