Methods, apparatus, systems, and articles of manufacture are disclosed to improve workload domain management of virtualized server systems. An example apparatus includes a resource status analyzer to determine a health status of a first virtualized server of a workload domain, compare the health status to a decomposition threshold based on a policy, and transfer a workload of the first virtualized server to a second virtualized server of the workload domain when the health status satisfies the decomposition threshold. The example apparatus further includes a resource deallocator to deallocate the first virtualized server from the workload domain to a pool of virtualized servers to execute the workload using the second virtualized server.