There are too many tapes that are visually identical but have subtly or radically different characteristics.
"friction tape" as a range that as DigiKey serves up has a spread of matching styles including branding like "StrongHold". Adhesion in production relies on cleanliness/surface prep and/or activators.
Well yes, but it's not just surface preparation (cleaning, priming, activating, etc). They make tapes with a HUGE array of different adhesives that behave entirely differently. Some are good for certain materials, others better for others.
I work in the workshop at a university chemistry department, and we have to use a huge variety of materials due to the various chemical compatibility needs, with stainless steel and teflon being disproportionately represented (but also lots of glass, polycarbonate, hard PVC, PEEK, PBT, and others). Each poses different challenges with adhesives (both tapes and liquids/pastes/gels) and sealants. So it's not unusual for us to call up the adhesives suppliers for advice on what to use for a particular job. It goes way beyond the basics of cleanliness and primers.
(At work I recently threw out a few rolls of ~$35/roll 3M double-sided tape that went bad after too many years of storage -- it has strong adhesive on one side, and weak (similar to post it notes) on the other. Unfortunately the strong side aged to where it adhered permanently to the liner.

)