Mountains are global biodiversity hotspots where cold environments and their associated ecological communities are expected to shift upward and disappear as climates warm. Considerable research attention has been focused on the ecological effects of alpine glacier and snowfield recession and warming temperatures in aquatic and terrestrial habitats. However, little attention has been devoted to identifying climate refugia in mountain ecosystems where present-day environmental conditions will be maintained, at least in the near-term, as other habitats change. Around the world, montane communities of microbes, animals, and plants live on, adjacent to, and downstream of rock glaciers and related cold rocky landforms (CRL). These geomorphological features have been overlooked in the ecological literature despite being extremely common in mountain ranges worldwide with a propensity to support cold, stable terrestrial and aquatic habitats. Due to the insulating nature of debris cover and their internal ventilation patterns, CRLs are less responsive to atmospheric warming than alpine glaciers and snowfields. Here, we argue that CRLs represent global climate refugia for mountain biodiversity, offer guidelines for incorporating CRLs into management practice, and identify key areas where future research is needed.