Using a variety of vanilla pods (Madagascar, Indonesia, Tahitian, Mexican) will produce a vanilla extract with a much more complex flavor and aroma. Similarly, the type of alcohol you use like Rum, Brandy, Vodka, or Grain Alcohol will also produce different flavors.