Wine contains tannins, a natural substance found in grape hides. So how many does the average wine lover really needs? This allows for highest concentration of champagne's delicate bouquet. This wine varies of dry to sweet and can produce flavors of melon, pear, apple and vanilla flavor. The calories in wine come from carbohydrates (4 calories/gram) and alcohol (7 calories/gram).