In statistical thermodynamics, Stirling's Approximation ($\ln N! \approx N \ln N - N$) is valid only when
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Stirling's approximation is essential for deriving Boltzmann's entropy formula ($S = k_B \ln \Omega$).
It works because macroscopic thermodynamic systems always have an extremely large number of particles ($N \approx 10^{23}$).