Fluent Commerce utilizes Amazon Aurora PostgreSQL-Compatible Edition as its OLTP database engine to manage complex customer search queries. The company migrated to AWS Graviton instances to enhance performance and cost-efficiency, requiring a major version upgrade from Aurora PostgreSQL-Compatible 10.14 to 12.4 or higher. The migration involved upgrading over 350 production databases, some as large as 32 TB, using AWS Database Migration Service (AWS DMS) and various upgrade strategies to minimize downtime. The migration process included configuring replication slots, creating snapshots, and validating data between source and target databases. AWS DMS was chosen for its cost-effectiveness, seamless integration with AWS services, and capabilities for ongoing data replication with minimal downtime. The cutover process involved updating application configurations, managing sequence numbers, and ensuring optimal performance through vacuuming and analyzing tables.