A conductive barrier material of a metallization system of a semiconductor device may be formed on the basis of one or more deposition/etch cycles, thereby providing a reduced material thickness in the bevel region, while enhancing overall thickness uniformity in the active region of the semiconductor substrate. In some illustrative embodiments, two or more deposition/etch cycles may be used, thereby providing the possibility to select reduced target values for the barrier thickness in the die regions, while also obtaining a significantly reduced thickness in the bevel region.