Skeletal muscle frequently experiences oxygen depletion, especially during exercise, and the alpha subunit of the hypoxia-inducible factors (HIF1α and HIF2α) plays a crucial role in mediating cellular adaptation to low oxygen levels. However, although significant, the absence of an appropriate experimental mouse model leaves the precise roles of HIFα in myofibers unclear. Therefore, this study developed mice with myofiber-specific knockouts of prolyl hydroxylase proteins (PHDs), in which HIFα is stabilized, and inducible myofiber-specific overexpression of stable HIF1α or HIF2α to explore the role of HIFα in myofibers. Using three distinct mouse models, we found that HIF1α increased the number of oxidative fibers but paradoxically impaired exercise performance and mitochondrial function. Comparatively, HIF2α exerted protection mechanisms against glucose intolerance and diet-induced obesity. Notably, HIF2α stabilization in skeletal muscle markedly elevated erythropoietin (EPO) levels in muscle and serum but not in the kidney and liver, suggesting skeletal muscle is a previously unrecognized site of EPO production in the body. Thus, this study demonstrates the distinct roles of HIF1α and HIF2α in skeletal muscle, newly uncovering that the PHD-HIF2α axis produces EPO from myofibers.