WINDOWS: Deleting Orphaned DFS Share

Often stuck with an orphaned shared folder? I did, many times. Moreover, when I go ahead and try to delete it, I am hit with an error message saying the share must be removed from the distributed file system before it can be deleted. There is an easy...