Plan your trip to the beach with a look at weather throughout the year in Elmsdale: The hottest months are usually August and July with an average temp of 62°F, while the coldest months are February and January with an average of 31°F. The snowiest months in Elmsdale are February, January, December, and November, with each month seeing an average of 24 inches of snowfall.