During this period, work centered on enhancing the apache/nifi repository by implementing configurable clustering settings for mock contexts, directly addressing the need for improved test coverage in clustered deployments. The approach involved extending the NiFi testing framework using Java and advanced mocking techniques to allow tests to emulate clustered environments more accurately. This feature, tracked under NIFI-15297, enabled faster and more reliable validation of cluster-related features while reducing production deployment risks. By aligning mock testing behavior with real-world clustering scenarios, the changes increased CI reliability and code hygiene, demonstrating a strong focus on maintainability and robust unit testing practices.