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。

计算机协会（ACM）将其年度计算奖授予了Matei Zaharia，以表彰他在开发开源数据与分析软件方面的突出贡献，其中包括被广泛使用的Apache Spark分析引擎。

Apache Spark创始人Matei Zaharia荣获美国计算机协会（ACM）年度计算奖，奖金25万美元。他在加州大学伯克利分校攻读博士期间开发了Spark，解决了大数据处理门槛高的问题，支持Python、SQL等多种语言，大幅降低使用难度。他还联合创立了估值1300亿美元的Databricks，并参与开发Delta Lake、MLflow等开源项目，对数据分析与AI领域产生了深远影响。

Learn the Basics of Machine Learning & AI Even with No Prior Knowledge Taming Big Data with Spark Streaming& Scala: Hands-On Process Massive Streams of Data in Real Time & Start Working Towards a ...

Editor’s Note: Vaibhav Nivargi is the founder and chief architect of ClearStory Data, a data analytics service provider. This week the fast-growing Apache Spark community is gathering in New York City ...

Databricks Inc., the primary commercial steward behind the popular open source Apache Spark data processing framework for Big Data analytics, published a new report indicating the technology is still ...

Apache Spark and Apache Hadoop are both popular, open-source data science tools offered by the Apache Software Foundation. Developed and supported by the community, they continue to grow in popularity ...

As organizations create more diverse and more user-focused data products and services, there is a growing need for machine learning, which can be used to develop personalizations, recommendations, and ...

Recent surveys and forecasts of technology adoption have consistently suggested that Apache Spark is being embraced at a rate that outperforms other big data frameworks Initially open-sourced in 2012 ...