The construction of carbon–carbon bonds is a central tenet of modern synthetic chemistry. Metal-catalyzed C–H functionalization can serve as a particularly powerful tool for achieving carbon–carbon bond formation. This review summarizes the early adventures and recent advancements in catalytic transformation of unactivated C(sp³)–H bonds into C(sp³)–C(sp³) bonds. To date, three main strategies have emerged to enable this transformation, namely, metallocarbene-triggered C(sp³)–H alkylation, auxiliary-directed C(sp³)–H alkylation, and photo-induced C(sp³)–H alkylation. Compared with traditional cross-coupling reactions having both coupling partners activated with functional groups or base-promoted enolate chemistry, catalytic alkylation of unactivated C(sp³)–H bonds for C(sp³)–C(sp³) bond formation not only offers novel disconnections in retrosynthetic analysis, but also represents the future trend in green and atom-economic chemistry.