Taking the local weather in Bay Shore into account can help you maximise your time at the pool during your trip. The hottest months are usually August and July, with an average temperature of 18°C, while the coldest months are February and January, with an average of -4°C. The snowiest months in Bay Shore are January, February, March and November, with each month seeing an average of 35 cm of snowfall.