A new and distinct plant cultivar of hardy herbaceous false indigo named Baptisia ‘Lavender Stardust’ characterized by lilac purple flowers on long spikes quickly becoming dusty lavender purple with pale yellow keel. The new plant has a broad, mounded, multi-stemmed, winter-hardy habit with glaucous medium-green tri-foliate foliage and is suitable for landscaping as a specimen or en masse.