Step 1 Heat the oven to 550 degrees. In a large gratin dish, combine the olives, zest, oil, peppers, garlic and thyme. Bake until the olives are bubbly and beginning to prune, 8 to 12 minutes (remove from the oven before the olives take on too much color, as they may become bitter). Cool slightly before serving.