A device receives load information associated with one or more mobile gateways or server devices provided in cloud networks, and receives functionality information associated with the one or more mobile gateways or server devices provided in the cloud networks. The device also receives, from a user equipment, a request for a resource provided in one or more of the cloud networks, and selects one of the cloud networks to serve the request based on the load information and the functionality information. The device provides, to the user equipment, an indication of the selected cloud network, where the user equipment connects to the selected cloud network and receives the resource.