A Uruguayan international since 7 October 2001, in a 2002 FIFA World Cup qualifier against Colombia, Canobbio went on to represent the nation at the 2007 Copa América, playing two matches for the semi-finalists. Previously, he played at the 1999 FIFA World Youth Championship.