I've once went on an Amazon-buying tape rabbit hole, and have had good luck with this store on Amazon (TapeCase) - https://www.amazon.com/stores/page/CE5D8D53-88AA-466E-BF16-5....
You can buy few different kinds of tapes from 3M cut down into normal sizes. I bought some VHB 4910 clear mounting tape, and some VHB RP25 foam mounting tape.
Here's a doc where you can read more about the different kinds, I never knew there's so many! You can then pick&chose whatever works best (say adhesion to metals or plastics, or say low resistance to solvents so that you can easily remove it etc)
https://multimedia.3m.com/mws/media/1015904O/3m-industrial-a...