Methods, apparatus, systems and articles of manufacture are disclosed to allocate hardware in virtualized computing architectures. An example apparatus to manage a virtual server rack comprises a drift analyzer to determine that hardware resources assigned to a virtualized workload domain exceed the resources requested for the virtualized workload domain; and a rebalancer to reassign one or more of the hardware resources in response to an indication from the drift analyzer.