Introduction In today’s cloud-native environments, organizations rely on metrics monitoring to maintain application reliability and performance. Amazon Managed Service for Prometheus serves as a tool for storing and analyzing application and infrastructure metrics. As applications and platforms evolve, teams often discover opportunities to optimize their metrics querying patterns.