Lemon Garlic Butter Shrimp is super easy to make party appetizer or side which gets done in under 10 minutes. Made with few basic ingredients, these shrimp in butter and garlic sauce are a crowd pleaser. Here is how to make Garlic Butter Shrimp Recipe.