#performance

AI brand discovery platform ChatFeatured migrated its analytics database from PlanetScale Postgres to a Postgres-compatible service managed by ClickHouse. The switch, completed in 30 minutes, reduced complex query times from 2.5 minutes to under one second, significantly improving performance for its AI-powered features.

The common practice of only measuring startup time for Spring Boot applications, especially with GraalVM or Spring AOT, is highlighted as a trap. While a quick metric, it fails to capture the full operational costs and complexities. Developers and architects need to consider a broader set of metrics for sound decision-making.