Amazon offers Prime members the Velcro Sticky Back 18" x 3/4" Tape in Clear for $2.97 with free shipping. That's tied with last month's mention and the lowest price we could find by $2, outside of the mention below. This hook-and-loop fastener purports to adhere to most surfaces.

A close price: Home Depot charges a few cents more with in-store pickup.