Explore details about location Excelsior Drive. Excelsior Drive is a location situated within the Escambia County alongside other areas such as Dorsay Lane, Moore Avenue, Libra Lane. Additionally, some smaller parts of Excelsior Drive include specific areas like Kingswood Court adding to the diversity of its landscape.