Methods and apparatus are disclosed that deploy a hybrid workload domain. An example apparatus includes a resource discoverer to determine whether a first bare metal server is available and a resource allocator to allocate virtual servers for a virtual server pool based on an availability of the virtual servers and, when the first bare metal server is available, allocate the first bare metal server for a bare metal server pool. The example apparatus further includes a hybrid workload domain generator to generate, for display in a user interface, a combination of the virtual server pool and the bare metal server pool and generate a hybrid workload domain used to run a user application based on a user selection in a user interface, the hybrid workload domain including virtual servers from the virtual server pool and bare metal servers from the bare metal server pool.