Explore details about location Surfside Boulevard. Surfside Boulevard is a location situated within the Little Egg Harbor Township alongside other areas such as Chestnut Street, West Anchor Drive, Rosemont Lane. Additionally, some smaller parts of Surfside Boulevard include specific areas like Columbia Road, Oakland Bay Court adding to the diversity of its landscape.