To facilitate this transition, I proposed a comprehensive overhaul of our CI/CD pipelines to better support multi-cloud operations. My plan involved integrating Google Cloud Build for the CI processes, ensuring that our development practices were robust and efficient. For the CD component, I chose Spinnaker because of its powerful multi-cloud deployment capabilities and its seamless integration with Kubernetes, which our systems were built on.