Explore details about location Atherton Avenue. Atherton Avenue is a location situated within the San Mateo County alongside other areas such as White House Road, Hassler Loop Trail, Farallone Road Trail. Additionally, some smaller parts of Atherton Avenue include specific areas like Park Lane adding to the diversity of its landscape.