The surname MacFarlane is a traditional Scottish patronymic last name of Gaelic origin. Translating literally from Mac Phàrlain to mean "son of Parlan," the surname traces its deep historical roots back to the ancient Clan MacFarlane, whose ancestral homelands were situated around the dramatic shores of Loch Lomond in the Scottish Highlands.