This paper provides an overview of two topics. First, it presents a unified approach to various techniques addressing the non-uniqueness of the solution of the inverse gravimetric problem; alternative, simple proofs of some known results are also given. Second, it summarises in a concise and self-contained way a particular multiscale regularisation technique involving scaling functions and wavelets.