The new and distinct crape myrtle plant named Lagerstroemia ‘Like a Latte’ has a short broad-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, self-cleaning white colored on current season growth.