A tip for saving on school supplies, buy next year's supplies after school starts this year. From what I've seen, the supply list doesn't change too much from year to year. Last year I bought almost all of the school supplies at Menards for free or nearly free after school started. They had crazy rebates on them.
I took a picture of the supply list with my phone so I had the list with me whenever I'd find a good deal.