Some embodiments provide a service monitor that operates on a number of different mobile devices to track and monitor services that an application is using. An application may depend on a number of services, such as network services to access various cloud services. The service monitor operates in conjunction with the application to gather data relating to the services and send the gathered data to an API server. The gathering of the data can occur in many mobile devices that are of different types, that are from various different vendors, and/or that operate on different mobile operating systems.