Just make sure there is an indeed a rubber washer for the sealing. And if it leaks, try replacing that or even adding a second one first. Although none of this applies if both threads do indeed look tapered. And also the rubber washer often has a built in screen in the middle, to catch pieces of whatever (like bits of teflon tape, lol) rather than them clogging up the showerhead's holes.