Cavanagh was born in Edmonton on July 19, 1926, to Scottish immigrants. He played for the Galt Red Wings of the Ontario Hockey Association, where he was a teammate of Gordie Howe during his early years. He died on December 17, 2017 in Edmonton at the age of 91.