That's not correct. Neither PEX nor copper use tape, and that's been the vast majority of new water piping for 20+ years.
In connections that do use tape, like old galvanized steel pipe, the tape is entirely within the joints, because it's a lubricant.
(Just checked with my uncle who's a plumber)