The kinetic theory of plasma features a surprising variety of equations such as the Landau equation, the Vlasov-Poisson equation and the Balescu-Lenard equation. This wealth of different dynamics is due to the onset of collective effects and the scale-invariance of the Coulomb potential. In this talk, we discuss the theory in the framework of scaling limits of interacting particle systems and present recent advances.