1. A method comprising: measuring a graphics load associated with graphics operations of a computing device; estimating a capacity of a virtual desktop system in view of the measured graphics load associated with the graphics operations of the computing device; and determining, by a processing device, a capacity of a host system to provide graphics operations in view of the estimated capacity of the virtual desktop system, wherein the host system is associated with one or more virtual machines providing one or more virtual desktop systems.