Virtanen played junior hockey with the Calgary Hitmen of the Western Hockey League (WHL) and has represented Canada five times in international competition at the 2013 World U-17 Hockey Challenge, 2013 U-18 Junior World Cup, 2014 IIHF World U18 Championships, 2015 IIHF World U20 Championships and 2016 IIHF World U20 Championships.