An end-to-end approach for processing application forms allows a user to have a plurality of printed application forms scanned at scanning device, and have the scanned document data generated by the scanning device automatically processed by an application form processing service implemented on a network. The application form processing service causes application form data to be obtained from the scanned document data, for example by using one or more data capture services, and the application form data to be stored on network storage and/or a database management system. Users may access and manage the application form data stored on the network storage and/or a database management system via client devices. This may include using a search tool to locate particular application form data of interest and editing, deleting, or adding to the particular application form data.