When you're travelling with pets, keeping track of the weather can help you make the trip more safe and fun for everyone. 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.