In high-altitude regions, such as the Peruvian Andes, understanding the transformation of precipitation types under climate change is critical to the sustainability of water resources and the survival of glaciers. Conventional wisdom has primarily focused on the snow-rain dichotomy, often overlooking the potential importance of graupel and hail. In this study, we offer a fresh perspective on this issue, investigating the distribution and types of precipitation on a tropical glacier in the Central Andes. We utilized data from an optical-laser disdrometer and compact weather station installed at 4709 m ASL, combined with future climate scenarios from the CMIP6 project, to model potential future changes in precipitation, including the often-ignored hydrometeor forms of graupel and hail. Our findings highlight that increasing temperatures could lead to significant reductions in solid-phase precipitation, including graupel and hail, with implications for the mass balance of Andean glaciers. For instance, a 2°C rise might result in less than 10\% of precipitation as solid, transforming the hydrological processes of the region. The two future climate scenarios from the CMIP6 project, SSP2-4.5 and SSP5-8.5, offer a broad perspective on potential climate outcomes that could impact precipitation patterns in the Andes. Our study underscores the need to revisit and expand our understanding of high-altitude precipitation in the face of climate change, paving the way for improved water resource management strategies and sustainable glacier preservation efforts in these fragile ecosystems.