Prepare the Shrimp: Using a microplane, zest the lime. Set the lime aside for serving. Add the lime zest to the shrimp along with the olive oil, chili powder, salt, and pepper. Toss then arrange on a baking sheet in one layer. Bake until the shrimp are opaque throughout, 8 to 12 minutes.