Double Sided Fingerlift Tape. Easy tear and available in two different sizes.
Anita's Tacky Glue is a PVA that's ideal for all kinds of craft projects. It comes in a squeezy bottle, complete with handy precision nozzle nib, so it's good for both detailed and general crafts or hobbies.