Herschlag or Hershlag is a Yiddish surname. Notable people with the surname include:
Alex Herschlag, American television producer, writer and stand-up comedian Daniel Herschlag (born 1958), American biochemist Natalie Hershlag, known as Natalie Portman (born 1981), Israeli-American actress