Taking the local weather in Gloversville 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 18°C, while the coldest months are January and February, with an average of -3°C. The snowiest months in Gloversville are January, March, December and February, with each month seeing an average of 24 cm of snowfall.