Explore details about location Olive Drive. Olive Drive is a location situated within the Cleveland County alongside other areas such as Lake Montonia Road, Austell Graham Road, Victoria Court. Additionally, some smaller parts of Olive Drive include specific areas like West Dixon Boulevard adding to the diversity of its landscape.