Explore details about location Park Avenue. Park Avenue is a location situated within the Palm Beach County alongside other areas such as 15th Street North, Northwest 8th Street, Southeast 2nd Street. Additionally, some smaller parts of Park Avenue include specific areas like Summit Villas, South Military Trail adding to the diversity of its landscape.