A memory apparatus includes an interconnect in a first dielectric above a substrate and a structure above the interconnect, where the structure includes a diffusion barrier material and covers the interconnect. The memory apparatus further includes a resistive random-access memory (RRAM) device coupled to the interconnect. The RRAM device includes a first electrode on a portion of the structure, a stoichiometric layer having a metal and oxygen on the first electrode, a non-stoichiometric layer including the metal and oxygen on the stoichiometric layer. A second electrode including a barrier material is on the non-stoichiometric layer. In some embodiments, the RRAM device further includes a third electrode on the second electrode. To prevent uncontrolled oxidation during a fabrication process a spacer may be directly adjacent to the RRAM device, where the spacer includes a second dielectric.