Disclosed are various embodiments of modeling hardware usage in a computing system. Usage factors affecting hardware usage of the computing system are identified. Usage factor data over a time period that corresponds to the usage factors is extracted. A regression analysis is performed on the historical usage factor data that determines a hardware usage function characterizing a relationship between the usage factors and historical hardware usage data.