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0 release, the Apache Spark community has posted a Spark 4
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July 16, 2026

https://spark.apache.org/news/
0 release, the Apache Spark community has posted a Spark 4

Bryan Cutler

https://spark.apache.org/committers.html
Unlike apache/spark, this repository uses asf-site as its default branch, and there is no master branch

Security

https://spark.apache.org/security.html
Security For information on what security properties to expect from Apache Spark and how to configure the various security features, see the Spark Security documentation

Working with component leads to clean up JIRA

https://spark.apache.org/release-process.html
org email address to prepare a Spark release with the Release Apache Spark GitHub action

Contributing to Spark

https://spark.apache.org/contributing.html
Contributing to JIRA maintenance Given the sheer volume of issues raised in the Apache Spark JIRA, inevitably some issues are duplicates, or become obsolete and eventually fixed otherwise, or can’t be reproduced, or could benefit from more detail, and so on

GitHub Actions

https://spark.apache.org/developer-tools.html
jar - lib_managed\jars In the event of “Could not find resource path for Web UI: org/apache/spark/ui/static”, it’s due to a classpath issue (some classes were probably not compiled)

Popular libraries with PySpark integrations

https://spark.apache.org/third-party-projects.html
ScaleDP - An Open-Source Library for Processing Documents using AI/ML in Apache Spark