  We review QCD based descriptions of diffractive deep inelastic scattering
emphasizing the role of models with parton saturation. These models provide
natural explanation of such experimentally observed facts as the constant ratio
of diffractive and total DIS cross sections as a function of the Bjorken
variable x and Regge factorization of diffractive parton distributions.
