Homemade pecan syrup gives the richest flavor, but store-bought works well too. Adjust sweetness by adding more syrup if desired. For batching, mix several servings in advance and chill. Vanilla extract is optional but adds warmth. Garnish with a toasted pecan for extra Southern flair.