Skinny Starbucks drinks are made with sugar-free vanilla syrup and typically, non-fat milk. To make a skinny iced vanilla latte at home, you will need to buy a bottle of sugar-free vanilla syrup. Otherwise, you can flavor your latte with vanilla extract and use a sugar substitute to add sweetness.