Disclosed are various embodiments for customizing component configurations used in utility computing. A selection of a subset of a set of hardware components is received from a customer. A request is received from the customer to allocate a customized computing device within a networked plurality of computing devices. The customized computing device includes the subset of the set of hardware components. Responsive to the request, the customized computing device is assembled and then installed on a network in a data center.