In a small bowl, combine the butter, olive oil and Old Bay Seasoning. Season with salt and pepper.
Place potatoes, corn, shrimp, clams, sausage and lemons in a single layer onto the prepared baking sheet. Stir in the butter mixture and gently toss to combine.