Fairlington was originally called Seminary Heights but it was changed due to confusion with other nearby geographical features named for Alexandria's Virginia Theological Seminary including Seminary Drive, Seminary Road, and Seminary View, among others.
The neighborhood is wooded and sits on heights overlooking the Four Mile Run valley.