Explore details about location Bagdad Avenue. Bagdad Avenue is a location situated within the Orange County alongside other areas such as Sun Key Boulevard, Siena Gardens Circle, Castlebay Court. Additionally, some smaller parts of Bagdad Avenue include specific areas like Nettleton Street, Albion Avenue adding to the diversity of its landscape.