A semiconductor device includes a conductive feature over a substrate, a ruthenium-containing feature disposed over the conductive feature, and a first barrier layer disposed over the conductive feature and over sidewalls of the ruthenium-containing feature. The semiconductor device also includes a second barrier layer disposed over sidewalls of the first barrier layer, and a third barrier layer disposed over sidewalls of the second barrier layer. The first, second, and third barrier layers include different material compositions.