This tape from Ten Seconds Studio sticks to anything and everything! Each package includes 2 pieces of 8.5 x 11" adhesive sheets.
Full Description & Details
I first used this at a scrapbooking class and it has been my favorite ever since. I use this mostly to work with metal embelishments but it is also gbreat for heavier items that you don't want to fall off.