A method for manufacturing a resistive switching memory device comprises providing a substrate comprising an electrical contact, providing on the substrate a dielectric layer comprising a trench exposing the electrical contact, and providing in the trench at least the bottom electrode and the resistive switching element of the resistive memory device. The method may furthermore comprise providing a top electrode at least on or in the trench, in contact with the resistive switching element. The present invention also provides corresponding resistive switching memory devices.