From past experience when I was working in the stores as a card merchandiser I noticed a lot of the supplies starting going on clearance after Labor Day when Halloween merchandise started coming out.
Although some stores really sold out of most of the good school supplies others had some good stuff. Last year I found a lot less selection by the time clearance time came. I think it depends on the store and the demand for school supplies in the area.