Heat butter and olive oil in a 9-inch, oven-safe cast-iron pan or nonstick skillet over medium heat. Add potatoes and cook until golden, about 3 minutes, flip and cook on other side for another minute. Add scallions and stir for a couple of minutes until they begin to caramelize.