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Pat shrimp completely dry with paper towels. Season evenly with salt, black pepper, and paprika.
Heat 2 tablespoons olive oil in a large skillet over medium-high heat.
Add garlic (and crushed red pepper if using). Sauté about 30 seconds, just until fragrant.
Add shrimp in a single layer. Cook about 2 minutes per side, until pink, opaque, and lightly golden.
Reduce heat to medium. Add 1 tablespoon butter and lemon juice, then toss gently to coat the shrimp in the sauce.
Remove from heat and stir in parsley. Serve immediately. Bon appétit.