In this talk, we will discuss the stability of pure nilpotent structures on collapsed manifolds. We prove that if two metrics with bounded sectional curvature are bi-Lipchitz equivalent and sufficiently collapsed, then up to a diffeomorphism, the underlying pure nilpotent Killing structures coincide with each other, or one is embedded into another as a subsheaf.  This is a joint work with Shicheng Xu.