Compound Butter for Seafood 3 Ways. Citrus Butter. Garlic and Herb Butter. Old Bay Butter. All three of these simple compound butters elevate any fish or shellfish dish into something a little bit fancier, more luxurious and more flavorful. Fish and shellfish often need little more than lemon, garlic,...