Assemble the dip up to a day ahead and keep chilled. To minimize avocado browning, press plastic wrap directly onto the avocado layer or mix the lime juice in just before spreading. You can swap green or kalamata olives for the black olives and use store-bought or homemade refried beans and salsa.