Taking the local weather in Arlington into account can help you maximise your time at the pool during your trip. The hottest months are usually July and August, with an average temperature of 20°C, while the coldest months are January and February, with an average of -6°C. The snowiest months in Arlington are January, March, February and December, with each month seeing an average of 13 cm of snowfall.