Selective functionalization of a specific C(sp 3 )−H bond remains an open challenge in synthetic chemistry. One common strategy employed by chemists to address this challenge is the use of directing groups to select and break a particular C(sp 3 )−H bond. There are various types of directing groups, classified based on their roles during the reaction, such as removable, nonremovable, transient, and traceless directing groups (TDGs). Among them, TDGs including −I, −Br, −OTf, −ONf, and −COOH have been explored for C(sp 3 )−H functionalization using different catalysts. Palladium is one of the widely used catalysts for the functionalization of C(sp 3 )−H via TDGs, and Pd(OAc) 2 is the most commonly used palladium complex in these reactions. Palladium can form a palladacycle intermediate (usually a five-membered ring) to facilitate the activation and functionalization of target C(sp 3 )−H bonds, which is often crucial in these transformations. Literature review indicates that palladium-catalyzed C−H functionalization via TDGs has been successfully applied for the formation of several bonds, including C− C, C−N, C−B, and C−P bonds. This Review discusses palladium-catalyzed protocols, in which a TDG is employed to guide the palladium catalyst in activating and functionalizing desired C(sp 3 )−H bonds.