The leaves on the trees are changing colors already. I spotted it on August 23rd, and chances are good if I noticed it then, it had to have been happening well before that.
Just doing my due-diligence and reminding you that Pumpkin Spice returns to Starbucks August 25th, but there is only one pumpkin drink on the menu that matters.