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
- Neta-Lee Hershlag, or her stage name, Natalie Portman (born 1981), Israeli-American actress