A method, a network device, and a non-transitory computer-readable storage medium are described in relation to a multifaceted detection of fraudulent data usage service. The multifaceted detection of fraudulent data usage service may apply fraudulent detection to multiple facets of network usage including end device identifier analysis, end device registration analysis, traffic analysis, and end device examination analysis. The multifaceted detection of fraudulent data usage service may include weightings and scoring associated with the examinations.