A copper‐catalyzedreductivecross‐coupling reaction of nonactivated alkyl tosylates and mesylates with alkyl and arylbromides was developed. It provides a practical method for efficient and cost‐effective construction of aryl–alkyl and alkyl–alkyl CC bonds with stereocontrol from readily available substrates. When used in an intramolecular fashion, the reaction enables convenient access to various