McFarland (formerly, Hunt and Lone Pine) is a city in Kern County, California, United States. McFarland is located 6.5 miles (10 km) south of Delano, at an elevation of 354 feet (108 m). The population was 9,618 at the 2000 census. The estimated population in July 2006 was 12,093.