Architecting Sustainable Analytics: How Incremental Rollups Scaled a Dessert Shop Dashboard

This article exposes how real-time data aggregation inevitably fails under scale, causing cascading database connection pool exhaustion and performance collapse. It demonstrates how pre-aggregated, incremental rollup tables transform query response times from seconds to milliseconds—a critical architectural pattern for developers building analytics features on modern stacks like Next.js and PostgreSQL.