Methods and apparatuses are described for routing of network traffic based on future utilization of a plurality of network devices. For example, future utilization for each of a plurality of network devices may be predicted. Then, based on the predicted future utilization, a route may be determined that comprises at least some of the plurality of network devices. An instruction to route data packets based on the route can then be sent to one (e.g. the first) of the network devices in the determined route.