You should check out the development of Stirling's approximation n! ∼ (2π)1/2nn+1/2e-n where the ∼ is used to indicate that the ratio of the 2 sides tends to 1 as n → ∞.
Check WIlliam Feller "An Introduction to Probability Theory and Its Applications", Vol I, written long ago but still a standard reference.