随着企业数字化转型深入,Data + AI 一体化成为技术架构的核心方向。传统数据湖主要管理结构化与半结构化数据(如 Parquet、JSON),如今正向全模态统一治理演进,将图片、音频、视频等非结构化文件纳入湖仓体系,实现“一湖多源”统一存储与管理。同时,计算引擎从单一大数据工具扩展至支持 AI 场景 Spark、Ray 等分布式框架,推动开发平台向一站式、智能化发展。
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over to shell for file manipulation and whatnot. I don’t start in the