A new and unique ×Mangave plant named ‘Lavender Lady’ characterized by a compact mound of short, broad, fleshy, nearly flat, smoky purple foliage becoming green with age. New leaves develop heavy, irregular, typically overlapping underlying purple-lavender spots and soft, flexible creamy-colored teeth.