An integrated circuit (IC) package substrate, comprising a metallization level within a dielectric material. The metallization level comprises a plurality of conductive features, each having a top surface and a sidewall surface. The top surface of a first conductive feature of the plurality of conductive features has a first average surface roughness, and the sidewall surface of a second conductive feature of the plurality of conductive features has a second average surface roughness that is less than the first average surface roughness.