Boltzmann's entropy formula, S = k log(W), provides a statistical definition of entropy, where S is the entropy, k is the Boltzmann constant, and W is the number of microstates corresponding to a macrostate. It bridges the macroscopic and microscopic worlds by linking thermodynamic entropy with the probabilistic behavior of particles in a system.