What do you buy at a stationary store?

First of all, you have spelled it wrong, it is stationery, not stationary. At a stationery store you can buy various products related to education, such as books, notebooks, pencil pouches, pencils, pens, erasers, sharpeners, pencil colors, paint colors, water colors, papers, files, crayons, rulers and much more.