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improve spark 4.1.0 release notes#657

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cloud-fan merged 4 commits intoapache:asf-sitefrom
cloud-fan:release-notes
Jan 8, 2026
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improve spark 4.1.0 release notes#657
cloud-fan merged 4 commits intoapache:asf-sitefrom
cloud-fan:release-notes

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Follow the previous release notes to improve the one for Spark 4.1.0

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@yaooqinn
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yaooqinn commented Jan 8, 2026

This is also a typo in download page

Spark artifacts are [hosted in Maven Central](https://search.maven.org/search?q=g:org.apache.spark). You can add a Maven dependency with the following coordinates:

groupId: org.apache.spark
artifactId: spark-core_2.13
version: 4.0.1

groupId: org.apache.spark
artifactId: spark-core_2.13
version: 4.0.1
version: 4.1.0
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@yaooqinn is this the typo you mentioned?

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Yeah

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Could you revise all the Highlights' ticket title to make sure to use a unified and pretty format? e.g., this one should be "SPIP: Declarative Pipelines"

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Suggested change
- **[[SPARK-54499]](https://issues.apache.org/jira/browse/SPARK-54499)** Enable SQL scripting by default (SQL scripting GA)
- **[[SPARK-54499]](https://issues.apache.org/jira/browse/SPARK-54499)** Enable SQL Scripting by default (SQL Scripting GA)

@cloud-fan cloud-fan merged commit 512d20a into apache:asf-site Jan 8, 2026
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@dongjoon-hyun
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Thank you, @cloud-fan .

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