A semiconductor package structure includes a first semiconductor substrate including a conductive pad; and a conductive pillar on the conductive pad and disposed between the first semiconductor substrate and a second semiconductor substrate. The conductive pad is coupled with a circuitry of the first semiconductor substrate. The conductive pillar extends along a longitudinal axis and toward the second semiconductor substrate. The conductive pillar includes a sidewall with a rough surface notching toward the longitudinal axis.