The disclosure is directed to providing device interaction recommendations based on past interactions between devices in networks with similar network configurations. An aspect receives first network configuration information and device interaction history information associated with a first device network, the first device network comprising a first plurality of devices, wherein the first network configuration information comprises capability information of each of the first plurality of devices, and wherein the interaction history information comprises a history of interactions among the first plurality of devices, generates a set of interaction recommendations based on the first network configuration information and the device interaction history information, identifies a second device network comprising a second plurality of devices and having second network configuration information, and sends the set of interaction recommendations to the second device network.