Methods, apparatus, systems and articles of manufacture are disclosed. An example apparatus includes a requirement translator to map a requirement to a hardware resource to execute an application in a workload domain, a cost calculator to calculate a cost for the hardware resource based on a demand for the hardware resource, an option generator to determine whether the cost exceeds a cost budget, and a resource allocator to add the hardware resource to the workload domain when the cost does not exceed the cost budget.