For many clinically prevalent severe injuries, the inherent regenerative capacity of skeletal muscle remains inadequate. Skeletal muscle tissue engineering (SMTE) seeks to meet this clinical demand. With continuous progress in biomedicine and related technologies including micro/nanotechnology and 3D printing, numerous studies have uncovered various intrinsic mechanisms regulating skeletal muscle regeneration and developed tailored biomaterial systems based on these understandings. Here, we discussed the skeletal muscle structure and regeneration process and explored in detail the diverse biomaterial systems derived from various technologies. Biomaterials serve not merely as local niches for cell growth, but also as scaffolds endowed with structural or physicochemical properties that provide tissue regenerative cues such as topographical, electrical, and mechanical signals. They can also act as delivery systems for stem cells and bioactive molecules that have been shown as key participants in endogenous repair cascades. To achieve bench‐to‐bedside translation, we have also summarized the typical effect enabled by biomaterial systems and the potential underlying molecular mechanisms. We hope to provide insights into the roles of biomaterials in SMTE from cellular and molecular perspectives. Finally, we provided perspectives on the advancement of SMTE, for which gene therapy, exosomes, and hybrid biomaterials may hold promise to make important contributions.This article is protected by copyright. All rights reserved