Chelsea Cove is a census-designated place (CDP) located in the town of Beekman in Dutchess County, New York, United States. It was first listed as a CDP prior to the 2020 census.
As of the 2020 census, Chelsea Cove had a population of 1,150.
Chelsea Cove is in southern Dutchess County, in the western part of Beekman, on the northern side of Sylvan Lake. It is southeast of Poughkeepsie and northeast of Fishkill.