A bitters is traditionally an alcoholic preparation flavored with botanical matter such that the end result is characterized by a bitter, sour, or bittersweet flavor.itters prepared from the tree bark containing the antimalarial quinine were occasionally included in historical cocktail recipes, which served to mask the intensely bitter flavor of this medicine.