A method may include generating a set of instructions for a set of devices in a software-defined network (SDN) to monitor a set of characteristics. The method may further include sending the set of instructions to the set of devices in the SDN via a control plane. The method may also include receiving monitor data via the control plane from at least one device of the set of devices in the SDN. The method may include receiving an input signal to generate a data model in view of a set of input parameters. The method may further include generating the data model based on the set of input parameters and the monitor data. The method may include causing an action pertaining to the SDN in view of the data model.