Clapper started his hockey career at age 13, playing minor hockey in Oshawa, and going on to play with the junior league Toronto Parkdale club of the Ontario Hockey Association in 1925, scoring a goal in the team's Memorial Cup run that season. The following season he turned professional, playing for the Boston Tigers of the Canadian-American Hockey League.