Seasonal snowpacks are a critical component of the global water cycle, governing river discharge, groundwater recharge, and freshwater availability for billions of people worldwide. Yet current satellite-based methods for estimating snow water equivalent (SWE) suffer from fundamental limitations, including coarse spatial resolution, limited coverage, and reliance on uncertain a priori ...