I used to use my zippo for cigars until I got my first torch. I found you might get a slight "off" taste off the first couple puffs but once its burning on its own (no longer sucking exhaust fumes out of the lighter) my ever so humble palate couldn't notice anything. I assume a pipe zippo would be the same.