A computer-implemented system and method for keyword extraction and contextual advertisement generation based on user demographic profile are disclosed. The system in an example embodiment includes a category extraction service to associate product or service category information in an item group related to a host site, and a user demographic profile generator to obtain user interaction information related to a host site, to generate a user demographic profile for each item group, and to identify at least one other item group to which a particular user demographic profile relates.