Plan your trip to the beach with a look at year-round temperatures in Bellevue: The hottest months are usually July and August, with an average temperature of 21°C, while the coldest months are January and February, with an average of -3°C. The snowiest months in Bellevue are January, December, March and November, with each month seeing an average of 25 cm of snowfall.