Strengthening LED strip light flex base
Consider reinforcing the strip with self-adhesive foam weatherstrip. Stick the adhesive side to the flimsy backer strip, leaving a spongy foam surface exposed.

This might be a really simple and inexpensive way to add some thickness/stability to the flimsy backer, plus give you a kind grippy non-marking/non-slip surface against the pole: