Disclosed are various embodiments that facilitate translation of application controls. An application is executed in a hosted environment that virtualizes a first input device for the application. A video signal generated by the application is encoded into a media stream, which is sent to another computing device. Input data that is generated in a second input device of the other computing device is obtained from the other computing device. A translated form of the input data is provided to the application through the first input device.