For the reaction,
A + B rightleftharpoons C+ D, we can write the equilibrium constant in terms of concentration, mol*L^-1:
K_c = ([C][D])/([A][B])
Note that K_c is dimensionless. Should the reaction be in the gas phase, then we can utilize the Ideal Gas Law: PV=nRT, or n/v = P/(RT). Dalton's Law of partial pressures holds that the pressure exerted by a component in a gaseous mixtures is the same as the pressure it would exert if it alone occupied the container, thus,
n_A/v = P_A/(RT); n_B/v = P_B/(RT) etc.
And K_P = ([P_C][P_D])/([P_A][P_b]) = K_c/(RT)
Reasonably, ideal gas behavious is assumed. So, the units can be in mol*L^-1.