Explore details about location Oak Drive. Oak Drive is a location situated within the Queens County alongside other areas such as 164th Street, Beach 89th Street, JFK Expressway. Additionally, some smaller parts of Oak Drive include specific areas like Caffrey Avenue adding to the diversity of its landscape.