Wine and grape juice must be manufactured under rabbinical supervision and only those bearing a seal from a recognized Kashrut authority should be purchased.  (Mishna Avodah Zarah, 2-3).  Similarly, wine vinegar, brandies and liqueurs containing grape spirit must be supervised.