Jamaica has won zero winter Olympics medals. Same with Brazil, Greece, Iran, Israel, Mexico, the Phillipines, Portugal (I stopped looking around p - check the link above) - all sizeable 'summer' countries with zero winter Olympics medals.

You probably recall the film "Cool Runnings", in which the team did not win; the point was that they were plucky underdogs and did better than expected, but they didn't place.