A bump structure that may be used to interconnect one substrate to another substrate is provided. A conductive pillar is formed on a first substrate such that the conductive pillar has a width different than a contact surface on a second substrate. In an embodiment the conductive pillar of the first substrate has a trapezoidal shape or a shape having tapered sidewalls, thereby providing a conductive pillar having base portion wider than a tip portion. The substrates may each be an integrated circuit die, an interposer, a printed circuit board, a high-density interconnect, or the like.