Depends on where. But they were bred to be taken care of and a lot aren't good foragers. Somewhere that has cold winters is worse, as they can't find food.Are ducks not able to live happily ever after as lake residents?
It's cruel to take an animal that was raised as livestock or a pet and just dump them, period.