The new Skylab at UC Berkeley addresses the rising need for cross-cloud solutions, allowing organizations to leverage the unique strengths of different cloud providers without the hassle of complex integrations. By optimizing cost, performance, and security, the lab aims to streamline cloud operations, enabling users to run their pipelines seamlessly across multiple clouds. Additionally, the research emphasizes the efficient support of generative AI within this framework.