Explore details about location Highland Avenue. Highland Avenue is a location situated within the Albertville alongside other areas such as Sand Mountain Drive, Columbus Street, South Broad Street. Additionally, some smaller parts of Highland Avenue include specific areas like Railroad Avenue adding to the diversity of its landscape.