Disclosed are various embodiments for the planning of resources used in computing. Usage statistics regarding one or more machine instances executing in a plurality of networked computing devices are obtained. The usage statistics are grouped based at least in part on one or more customer usage classifications, thereby producing one or more usage groups. A corresponding demand forecast is generated for each of the usage groups. A projected demand for one or more physical components of the networked computing devices is calculated according to the demand forecasts.