During Hawaii's winter season that runs from December to February, snowfall is more frequent. The peak of Mauna Kea is known to occasionally receive snow dusting even during Hawaii's dry season from May to October. Depending on the snowstorm's strength, snow could linger anywhere between 3 and 6 days.