For fabrics, I have used Aleene's Tacky Glue. Its a white glue that stays flexible and seems to work well if you need to bind something quick. I think thats at Joanns.
There is also that cut out adhesive you use to iron on, for lack of a better example, boy scout patches. It's the stuff that adheres with the help of a warm iron.