Plan your trip to the beach with this snapshot of year-round temperatures in Bathurst: The hottest months are usually July and August with an average temp of 62°F, while the coldest months are January and February with an average of 19°F. The snowiest months in Bathurst are March, January, February, and November, with each month seeing an average of 15 inches of snowfall.