Probably depends on the bird.

Many birds live all year round in cold, rainy environments. Their bodies developed to be able to handle it, so either they are kept warm by their feathers or they shelter in warm places.

Other birds, such as toucans, are native to tropical environments and would probably be very unhappy in the cold.