A semiconductor device includes: a semiconductor substrate having a trench therein, a metal-containing barrier layer extending along an inner wall of the trench and defining a wiring space in the trench, the wiring space having a first width along a first direction, and a metal-containing conductive line on the metal-containing barrier layer in the wiring space, and including at least one metal grain having a particle diameter of about the first width along the first direction.