Systems and methods are disclosed for obtaining secondary indications of locations of users for use by a location-based service. In one embodiment, a secondary indication of a location of one or more users is obtained from a source of secondary indications of locations of users. The secondary indication includes a location of the one or more users and timing information defining when the one or more users were or will be located at the location. The secondary indication of the location of the one or more users is then stored and utilized to provide the location-based service. In one embodiment, the secondary indication is utilized to store historical aggregate user profile data by location and/or to provide aggregate user profile data for crowds of users formed via a spatial crowd formation process.