An integrated circuit structure includes a first conductive line, a dielectric layer over the first conductive line, a diffusion barrier layer in the dielectric layer, and a second conductive line in the dielectric layer. The second conductive line includes a first portion of the diffusion barrier layer. A via is underlying the second conductive line and electrically couples the second conductive line to the first conductive line. The via includes a second portion of the diffusion barrier layer, with the second portion of the diffusion barrier layer having a bottom end higher than a bottom surface of the via.