The present invention relates to travel time determination, for example, determining a predicted travel time between locations based on historical data. One aspect of the invention is directed toward a method for determining a predicted amount of time required to travel from one location to another that includes dividing a region into multiple grid portions and designating each grid portion that contains at least one address of interest as a departure grid, a destination grid, or both. The method can further include generating a searchable data arrangement that includes travel times associated with traveling from selected departure grids to selected destination grids, and updating the travel times using historical data.