The difference between a white chocolate mocha latte and a cinnamon dolce latte lies in their flavor profiles. The white chocolate mocha latte offers a rich, creamy taste with hints of vanilla, while the cinnamon dolce latte offers a warm, spiced flavor with notes of cinnamon and brown sugar.