Picky, picky, picky. 
Did it not occur to you that someone would remember that Joe* was wearing a gray hooded sweatshirt, red baseball hat with gray bill and either black pants or blue jeans when he left or arrived back the house? And yes, Main Street is fairly long, but there's only one Walgreens on Main St.