Amruta Kale developed comprehensive Kubernetes conformance testing workflow documentation for the loft-sh/vcluster repository, focusing on upgrade compatibility up to Kubernetes 1.32. She detailed the setup of Minikube and vcluster environments, provided step-by-step Sonobuoy deployment instructions, and included guidance for generating and interpreting conformance results. Using Bash, Go, and YAML, Amruta ensured the documentation was reproducible and aligned with upstream standards, enabling teams to efficiently verify cluster compliance and streamline upgrade cycles. Her work improved test coverage and reliability, offering clear logs and certified results to support CI/CD processes and facilitate safer, more predictable Kubernetes upgrades within the project.