Place a large skillet over medium heat and add 4 tablespoons butter; melt, stirring occasionally.
Continue cooking the butter, watching for it to foam and change from bright yellow to golden and then to a nutty-brown color, about 3–5 minutes. When it just begins to turn nutty-brown and smells toasted, reduce heat to medium-low.
Carefully add 6 cloves garlic (chopped) and 1/4 sweet onion (diced) to the skillet. Cook, stirring frequently, until the onion just begins to become tender and the garlic is fragrant, about 2–3 minutes.
Add 2 pounds shrimp (peeled and deveined) to the skillet. Stir or toss frequently and cook until the shrimp turn pink and opaque (no longer translucent), about 3–5 minutes depending on size.
Stir in 1/2 teaspoon kosher salt, 1/4 teaspoon ground black pepper, and a pinch of red pepper flakes. Add 1/4 cup fresh parsley (chopped) and toss gently to coat the shrimp evenly.
Remove the skillet from the heat and serve immediately.