A cloud-based connectivity system is disclosed. The system includes a plurality of wireless devices and a computing device connected to at least one of the wireless devices. The computing device includes a control unit to receive context information from each of the plurality of wireless devices, to determine future consumption patterns for each of the plurality of wireless devices by using the received context information, to create a connectivity representation for the plurality of wireless devices, and to determine an optimal network topology for the plurality of wireless devices.