With the exponential growth of data, the boundaries of enterprise data governance are expanding, leading to increasing challenges in data costs, privacy, and security. Concurrently, rapid advancements in technologies like generative AI are driving enterprises towards a new era of AI transformation and AI data business upgrades. In this context, based on typical enterprise data business scenarios and demand analysis, we believe there are two key requirements for enterprise-grade AI data infrastructure: First, it must be cost-effective and trustworthy for customers to adopt. Second, it must ensure optimal usage and maximize data value. The latter is more demanding, emphasizing AI-driven value creation and data collaboration to enable broader utilization of data value across the organization. AI-ready Data Cloud empowers organizations to: