I've got some wrapped around my nalgene in the car. It's about twice as bulky as duct tape with a similar length. So far, no problem pulling it off (after about 7 months in winter/spring weather).

Another idea with duct tape is stolen from D.R. : Buy some mailing labels, and peel off the labels, keeping the waxy-paper that they're stuck to. The duct tape can be stuck to this, and it'll peel right off. You essentially make your own flat-pack.