In various example embodiments, systems and methods to provide content recommendations are provided. Search parameters are received from a user. Data useable to derive an attribute associated with the user is received. Using the data, the attribute is derived. A search of a coupled database is performed for one or more items that match the search parameter and that correspond to the derived attribute. A list of the one or more items are caused to be presented in a user interface of a display device of the user.