A conjugate acid-base pair consists of two species that transform into each other by the gain or loss of a proton (H+). In this relationship, the acid donates a proton to become its conjugate base, while the base accepts a proton to become its conjugate acid. This concept is essential in understanding the properties and behaviors of acids and bases in various chemical reactions.