Explore details about location Oyster Bay. Oyster Bay is a location situated within the Palm Beach County alongside other areas such as South Lake Cascade Boulevard, Florida Street, Eureka Street. Additionally, some smaller parts of Oyster Bay include specific areas like Palm Way, Longford Road, Surrey Lane adding to the diversity of its landscape.