I'll stock up on dry foods such as rice, pasta, beans, sugar, salt, flour, spices and the like. I also tend to buy large supplies of toilet paper and soap.
In addition, I do a lot of my own canning. It's extra work in summer and early fall, but it sure is nice to have in winter.