  We study the structure of the support of a doubling measure by analyzing its
self-similarity properties, which we estimate using a variant of the $L^1$
Wasserstein distance. We show that measure satisfying certain self-similarity
conditions admits a unique (up to multiplication by a constant) flat tangent
measure at almost every point. This allows us to decompose the support into
rectifiable pieces of various dimensions.
