Windows Server 2012 features are independent components that often support role services or support the server directly. For example, Windows Server Backup is a feature because it only provides backup support for the local server. It is not a resource that other servers on the network can use.
The Add Roles and Features Wizard and the Remove Roles and Features Wizard in Server Manager modifies the features that are installed on the server.