Shrub Oak is an unincorporated hamlet and census-designated place located in the town of Yorktown in Westchester County, New York, United States. The population was 2,011 at the 2010 census. Shrub Oak is located at 41°19′49″N 73°49′47″W / 41.33028°N 73.82972°W.