Explore details about location Pearl Lake Point. Pearl Lake Point is a location situated within the Collier County alongside other areas such as Birchwood Court, Frank Whiteman Boulevard, Tamiami Trail. Additionally, some smaller parts of Pearl Lake Point include specific areas like Rookery Bay Drive adding to the diversity of its landscape.