Cropper represented the United States at the 2011 and 2013 editions of the CONCACAF U-20 Championship, the latter of which the US finished as runners-up. He was also the first-choice goalkeeper for the United States at the 2013 FIFA U-20 World Cup and the 2015 Toulon Tournament, the latter of which the US finished in third place.