Use ground spices if whole aren’t available (just use less). Any milk works—try coconut, almond, or oat for dairy-free. Adjust sweetness and spice to taste. Skip bourbon for a nonalcoholic chai latte. Garnish for extra aroma and presentation. Batch for groups by scaling ingredients.