Conjugate acid-base pairs consist of two species that transform into each other by the gain or loss of a proton, with the acid donating a proton to become its conjugate base, and the base accepting a proton to become its conjugate acid. This concept is crucial in understanding chemical equilibrium and the behavior of substances in acid-base reactions, as it highlights the reversible nature of these processes.