A method, computer-readable medium, and apparatus for classifying mobile traffic for securing a network or a mobile user endpoint device are disclosed. For example, a method may include a processor for classifying mobile network traffic using a probabilistic model for a plurality of mobile software applications based on a distribution of domain names, detecting an anomaly associated with a mobile software application of the plurality of mobile software applications, and performing a remedial action to address the anomaly.