Thirlby is a surname. Notable people with the surname include:

Jess Thirlby (born 1979), English netball player and coach Olivia Thirlby (born 1986), American screen actress Rob Thirlby (born 1979), Cornish rugby union footballer Thomas Thirlby ( 1500–1570), English bishop