During October 2024, this developer enhanced the apache/amoro repository by building a comprehensive Kubernetes integration test suite for the Amoro AMS service. Leveraging Java and Testcontainers, they created the AmoroAMSTest class and implemented tests for Kubernetes optimizer deployment, using ConfigMaps to verify AMS container startup and integration. Their work focused on expanding unit test coverage for the AMS Kubernetes lifecycle, enabling earlier defect detection and more reliable CI feedback. By aligning the new tests with the existing codebase and the AMORO-3183 ticket, they ensured traceability and consistency, demonstrating a methodical approach to improving deployment reliability and release readiness.