Subchondral bone remodeling is increasingly implicated in osteoarthritis, but its spatial organization remain incompletely understood. This study provides a high-resolution spatial map of subchondral bone and identifies conserved spatial architectures, revealing distinct microenvironmental states and candidate signaling pathways associated with subchondral bone sclerosis.