Here, we study the localization phenomena in a one-dimensional quantum lattice system subjected to a dynamic disordered potential moving at a constant velocity. At a low velocity, we find a sliding localized phase in which the initially localized matter wave adiabatically followed the moving potential without diffusion, thus resulting in an initial state memory in the many-body dynamics. Such an intriguing localized phase distinguishes itself from the standard Anderson localization in the following two aspects: it is not robust against interaction, but persists in the presence of slowly varying perturbations. To distinguish the system in this study from the periodically driven disordered ones, we compared our model with two similar but different systems, demonstrating that the intertwined space-time symmetry was crucial for the existence of such a localized phase in these types of driven disordered systems. The experimental realization and detection were also discussed.