A device receives a virtual machine (VM) to be deployed, and identifies multiple network device clusters for possible VM deployment. The device applies a weighting parameter to at least one of the multiple network device clusters to favor selection of the at least one of the multiple network device clusters over other network device clusters. The device receives user selection of one or more network device clusters from the multiple network device clusters to generate a disabled group of network device clusters and an enabled group of network device clusters, wherein the disabled group of network device clusters excludes at least one of the multiple network device clusters. The device selects a network device cluster, from the enabled group of network device clusters, for deployment of the VM based on the weighting parameter applied to the at least one of the multiple network device clusters.