We are excited to announce Spark 3.1.1 today.

Apache Spark 3.1.1 is the second release of the 3.x line. This release adds
Python type annotations and Python dependency management support as part of
Project Zen.
Other major updates include improved ANSI SQL compliance support, history
server support
in structured streaming, the general availability (GA) of Kubernetes and
node decommissioning
in Kubernetes and Standalone. In addition, this release continues to focus
on usability, stability,
and polish while resolving around 1500 tickets.

We'd like to thank our contributors and users for their contributions and
early feedback to
this release. This release would not have been possible without you.

To download Spark 3.1.1, head over to the download page:
http://spark.apache.org/downloads.html

To view the release notes:
https://spark.apache.org/releases/spark-release-3-1-1.html

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