Leatherbarrow is an English surname. Notable people with the surname include:
Alison Leatherbarrow, English former footballer Bert Leatherbarrow (1909–1983), New Zealand rugby league player Bob Leatherbarrow (born 1955), American jazz composer, jazz drummer and vibraphonist Charlie Leatherbarrow (1870–1940), English footballer David Leatherbarrow, American architecture writer Linda Leatherbarrow, Scottish writer and illustrator Scott Leatherbarrow (born 1990), English rugby league player