Computing resources are provided to a user by identifying applications used by the user, and provisioning virtual computing resources that are adapted to the resource requirements of the identified applications. The resource requirements of the identified applications can be combined into a single set of resource requirements and used to acquire a virtual machine that is able to host the identified applications. In other examples, virtual machines may be acquired for each identified application. Each virtual machine generates a display stream via a streaming agent. The display stream is received by an application streaming client on the user's client computer system, and is displayed to the user on a client display. Multiple virtual machines may generate multiple display streams which can be combined by the application streaming client and presented to the user on the single client display.