With Kubernetes and Vertex AI Pipelines emerging as the de-facto standard for container orchestration, there's a growing demand for a tailored solution that accommodates ML workloads. Enter Kubeflow: a platform designed to make deploying, monitoring, and maintaining ML projects on Kubernetes as simple as possible. Whether you're a data scientist, ML engineer, or DevOps professional, understanding Kubeflow is pivotal in the modern ML ecosystem. Join us as we demystify Kubeflow and its components, and guide you through its application in real-world scenarios.