De la Pedraja is a Spanish surname. Notable people with the surname include:
Fermín Lomba de la Pedraja (1877–1946), Spanish footballer José Lomba de la Pedraja (1868–1951), Spanish professor, researcher, and footballer (1935–1967), Cuban doctor, guerrilla, and military man René De La Pedraja (born 1951), American professor and author