In classical thermodynamics, we study matter macroscopically. That is we are not interested in the individual behavior of its constituents but rather in their bulk behavior. We describe matter using macroscopic quantities like pressure, temperature, volume, mass, etc.
I read in a book, we can apply this macroscopic approach only when the matter contains a large number of constituents. If the number of constituents is small we need to go with statistical thermodynamics.
It wasn't stated explicitly as to why we can use the macroscopic approach with only a large number of constituents but not with a small number. What exactly goes wrong with a small number of particles that we have to resort to statistical thermodynamics?