In some embodiments, reducing network traffic related to network operations may be facilitated. In some embodiments, information for an operation comprising a message to authenticate the operation may be received from a client device. A machine learning model trained on information regarding a plurality of historical operation and corresponding execution result may be obtained, where the plurality of historical operations were executed on a client device of a same type as the client device. Using the machine learning model, the information for the operation may be processed to predict an execution result for authenticating the operation. The execution result may be transmitted to the client device to prevent execution of the operation in response to the execution result indicating that authenticating the operation will be unsuccessful.