Lake Clarke Shores is a town in Palm Beach County, Florida, United States. The town is part of the Miami metropolitan area of South Florida. The 2020 census recorded a population of 3,564. The town was named after John Newton Clarke, who first filed a homestead claim in the area in 1897. Clarke intended to capitalize on the business of growing pineapples, but his efforts were ultimately unsuccessful.