To ensure your cooked eggplant won’t be tough or bitter, avoid buying larger eggplants because they often have thicker skin, while smaller, younger eggplants with thinner skin will cook down quickly, giving fantastic texture and flavor. Cooking the eggplant for a longer period will be beneficial for reducing any roughness or bitterness in the skin.