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本文并非官方文档的简单翻译，而是结合多方信息源和实战经验，对 Spark 3 到 Spark 4 的迁移进行一次系统性梳理。我们将从"必须改"、"容易踩坑"、"值得利用"三个维度，帮助你制定一个清晰的迁移路线图。

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3月18日下午，计算机学院2306班于南湖综合楼7119教室举行“沉淀过往收获，蓄力崭新学期”学期小结主题班会。辅导员肖克出席，全体同学参加，班长杨健舒主持会议。

云服务发展多年，已走向便捷的Serverless与API化，算力随取随用。然而，当需要管理多云环境时，日常工作仍像一场“控制台马拉松”。