Taking the local weather in Arizona into account can help you maximise your time at the pool during your trip. The hottest months are usually May and June, with an average temperature of 26°C, while the coldest months are January and February, with an average of 23°C. The rainiest months in Arizona are November, October, September and August, with each month seeing an average of 291 mm of rainfall.