Shot noise primarily originates from the discrete nature of charge carriers. In nano-devices, additional sources of shot noise can include tunneling effects in quantum dots and single-electron transistors. These devices operate by allowing individual electrons to pass through potential barriers, leading to significant shot noise due to the stochastic nature of electron tunneling.