In this talk we will reduce the problem of constructing private synthetic data to a construction of a superregular random walk. Such walk locally looks like a simple random walk, but which globally deviates from the origin much slower than the Brownian motion. Joint work with March Boedihardjo and Thomas Strohmer, https://arxiv.org/abs/2204.09167