Like most Europe, the best time for the Florence to Pisa day trip is during the shoulder seasons - April/May and September/October. The weather is still nice and warm, and the tourist hordes are not at their worst. Italian summers are hot, and it's a high tourist season, while the winters are cold and rainy.