Methods and systems are described for generating recommendations based on non-delineated records collected by a data aggregation service during communications between users and content sources. For example, based on collecting records on exchanges between users and content sources that is traditionally neither stored nor identified by either party, a data aggregation service may generate recommendations related to future exchanges of content between the same or different users and/or the same or different content sources.