Explore details about location Oak Avenue. Oak Avenue is a location situated within the Southold alongside other areas such as North Bayview Road, Beachwood Lane, Northfield Road. Additionally, some smaller parts of Oak Avenue include specific areas like Koke Drive adding to the diversity of its landscape.