Explore details about location Sunset Boulevard. Sunset Boulevard is a location situated within the Monroe County alongside other areas such as Florida Keys Overseas Heritage Trail, 2nd Avenue, Atlantic Drive. Additionally, some smaller parts of Sunset Boulevard include specific areas like Lake Shore Drive adding to the diversity of its landscape.