The recent stability issues at Neon provide a compelling case study of what happens when products grow beyond their initial architectural assumptions. Neon's experience—moving from a monolithic control plane to a cell-based architecture under pressure—illustrates a critical pattern in SaaS evolution: the inevitable need for horizontal scaling through cellular architecture.