I guess to an extent physical quantities are dimenslionelss right?

Exactly, there are physical quantities that are not devoid of dimensions. We can state the following. In physics and especially in thermodynamics there are intensive quantities
and extensive. The intensive quantities are temperature, pressure, density, refractive index, etc. Extensive quantities are those whose value depends on the size of the system.