Prep the Ingredients: Chop scallions, mince garlic, halve cherry tomatoes, and roughly chop parsley. Have everything ready for a smooth cooking process.
Make the Anchovies: Heat avocado oil in a sauté pan over medium heat. Add the dried anchovies and cook gently for about 20 minutes, stirring occasionally, until they turn golden and crispy. Lift them out with a slotted spoon and set aside. Keep the infused oil in the pan—this will be the flavorful base for your pasta.
Cook the Pasta: Bring a large pot of salted water to a boil. Add the pasta and cook until just shy of al dente, about 2 minutes less than the package directions. Reserve 1 cup of pasta water before draining.
Cook the Shrimp: In a clean pan, heat 2–3 tablespoons of the anchovy oil over medium heat. Add the shrimp, season with salt and pepper, and cook for 2–3 minutes, just until they turn opaque. Remove them immediately to keep them juicy and tender.
Build the Sauce: In the same pan, add another drizzle of anchovy oil. Stir in the scallions and garlic, cooking for about 1 minute until fragrant. Add the cherry tomatoes and cook for 3 minutes, until softened. Pour in the white wine and let it simmer for 2 minutes, reducing slightly. Season with a little salt and pepper.
Bring It All Together: Return the shrimp to the pan and stir to coat with the sauce. Transfer the pasta straight from the pot into the pan. Add a splash of reserved pasta water and toss for 1–2 minutes, until the sauce clings to the noodles and looks glossy.
Serve and Finish: Divide the pasta among plates. Top with the crispy anchovies, sprinkle with fresh parsley, and finish with a light drizzle of extra virgin olive oil for extra flavor.