现代数据湖不再局限于结构化数据，而是通过 Data Lake Formation 架构整合 Paimon、Iceberg 等格式表，并支持原始文件（如图像、音视频）直接入湖。借助 Lance、File 等格式支持，企业可对全类型数据进行统一元数据管理、权限控制与生命周期治理，为 AI 模型训练提供高质量、可追溯的数据资产。
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The algorithm maintains a running "best distance" that starts at infinity. As it walks the tree, it checks each visited point and updates the best distance if it finds something closer. Before recursing into a child node, it checks whether the closest possible point in that child's bounding box is farther than the current best. If so, the entire subtree gets pruned.
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While structured data implementation requires more technical knowledge than the other tactics, its value extends beyond AIO. Search engines like Google also use structured data to create enhanced search results like rich snippets, knowledge panels, and featured answers. This means the optimization work benefits both traditional SEO and AI visibility simultaneously.