An example method of application identification in a virtualized computing system having a cluster of hosts, the hosts including virtualization layers supporting virtual machines (VMs), is described. The method includes: executing, by application analysis software, process discovery agents for the VMs; receiving, at the application analysis software from the process discovery agents, process metadata describing processes executing on the VMs; generating signatures for the processes based on the process metadata; and determining components of an application based on the signatures.