Kaltenberger is a German surname. Notable people with the surname include:

Anton Kaltenberger (1904–?), Austrian bobsledder Dmitry Kaltenberger (born 1976), Kazakh sprint canoer Eduard Kaltenberger, West German bobsledder Josh Kaltenberger (born 2001), American football player