Probably depends on the tape. I picked some up awhile back at Joanne's Fabrics that's meant specifically for hems. I can't imagine that the stuff I use in the wood shop wouldn't hold, though I'd be more worried about staining if I left it on. The stuff that comes with window insulating plastic is laughable - wouldn't count on that without a pin or two.