70 cells enabled robust phase estimation. In desynchronized fibroblasts, spatially heterogeneous phases indicating local inter-cellular coupling were revealed only upon averaging, not at single-cell resolution. Coarse graining is, therefore, essential for circadian phase inference from RNA measurements alone.