A device includes a substrate having a front side and a backside, a through-via extending from the backside to the front side of the substrate, and a conductive pad on the backside of the substrate and over the through-via. The conductive pad has a substantially planar top surface. A conductive bump has a non-planar top surface over the substantially planar top surface and aligned to the through-via. The conductive bump and the conductive pad are formed of a same material. No interface is formed between the conductive bump and the conductive pad.