Various embodiments can predict a user's intended driving route in order to provide the user with traffic warnings for traffic conditions along the same. A user's driving route, in at least one embodiment, is predicted by collecting travel data, such as information associated with the date, time, location, and direction for trips made within a network of roads over time. Instead of keeping the travel data anonymous, the travel data is associate or linked to the user's account or stored in a user profile in order to build a history of travel patterns for the user over time. The travel patterns can then be used to predict when a user is going to travel or make a trip and, upon identifying a context indicative of a travel pattern, traffic information for a route associated with the pattern is obtained and provided to the user's computing device.