A computer-implemented method and system for pre-fetching place page data from a remote mapping system for display on a client computing device is disclosed. User preference data collected from various data sources including applications executing on the client device, online or local user profiles, and other sources may be analyzed to generate a request for place page data from the remote mapping system. The user preference data may indicate a map feature such as a place of business, park, or historic landmark having the characteristics of both a user's preferred geographic location and the user's personal interests. For example, where the user indicates a geographic preference for “Boston” and a personal interest for “home brewing” the system and method may request place page data for all home brewing or craft beer-related map features near Boston.