Dryburgh is a surname. Notable people with the surname include:
Dave Dryburgh (1908–1948), Scotland-born Canadian sports journalist Douglas Dryburgh (born 1966), Scottish-Irish curler Jack Dryburgh (born 1939), British ice hockey player and coach James Dryburgh (born 1975), Scottish-Swedish curler Margaret Dryburgh (1890–1945), missionary Stuart Dryburgh (born 1952), New Zealand cinematographer Willie Dryburgh (1876–1951), Scottish footballer