I will discuss some recent results concerning the existence and nature of asymptotic expansions for various classes of metrics with special geometry. The focus will be on explaining how these asymptotic expansions are useful for existence questions for these metrics, or for understanding certain global (spectral or geometric) invariants of these spaces.