Explore details about location Olive Branch Road. Olive Branch Road is a location situated within the Rutherford County alongside other areas such as Lascassas Pike, Brandywood Drive, Mount Ayre Way. Additionally, some smaller parts of Olive Branch Road include specific areas like Rocky Fork Road adding to the diversity of its landscape.