The new and distinct crape myrtle plant named Lagerstroemia ‘Sweet Macchiato’ has a short rounded habit, is ground hardy to at least USDA zone 6, has glossy reddish mahogany foliage that develops to a dark olive green color. The flowers are fragrant, large and hot-pink colored.