Explore details about location Mount Olive Boulevard. Mount Olive Boulevard is a location situated within the Gardendale alongside other areas such as Decatur Highway, Beech Road, Leslie Lane. Additionally, some smaller parts of Mount Olive Boulevard include specific areas like Mount Olive Road adding to the diversity of its landscape.