diff --git a/documentation.md b/documentation.md
index 3b17e811cb7..74b87ce190f 100644
--- a/documentation.md
+++ b/documentation.md
@@ -12,6 +12,7 @@ navigation:
 <p>Setup instructions, programming guides, and other documentation are available for each stable version of Spark below:</p>
 
 <ul>
+  <li><a href="{{site.baseurl}}/docs/3.4.1/">Spark 3.4.1</a></li>
   <li><a href="{{site.baseurl}}/docs/3.4.0/">Spark 3.4.0</a></li>
   <li><a href="{{site.baseurl}}/docs/3.3.2/">Spark 3.3.2</a></li>
   <li><a href="{{site.baseurl}}/docs/3.3.1/">Spark 3.3.1</a></li>
diff --git a/downloads.md b/downloads.md
index 8064c0a2fd5..5952a1b5f93 100644
--- a/downloads.md
+++ b/downloads.md
@@ -35,7 +35,7 @@ Spark artifacts are [hosted in Maven Central](https://search.maven.org/search?q=
 
     groupId: org.apache.spark
     artifactId: spark-core_2.12
-    version: 3.4.0
+    version: 3.4.1
 
 ### Installing with PyPi
 <a href="https://pypi.org/project/pyspark/">PySpark</a> is now available in pypi. To install just run `pip install pyspark`.
diff --git a/js/downloads.js b/js/downloads.js
index 974b4ac6767..27d6f4379d0 100644
--- a/js/downloads.js
+++ b/js/downloads.js
@@ -27,7 +27,7 @@ var packagesV13 = [hadoop3p, hadoop3pscala213, hadoop2p, hadoopFree, sources];
 // 3.4.0+
 var packagesV14 = [hadoop3p, hadoop3pscala213, hadoopFree, sources];
 
-addRelease("3.4.0", new Date("04/13/2023"), packagesV14, true);
+addRelease("3.4.1", new Date("06/23/2023"), packagesV14, true);
 addRelease("3.3.2", new Date("02/17/2023"), packagesV13, true);
 addRelease("3.2.4", new Date("04/13/2023"), packagesV12, true);
 
diff --git a/news/_posts/2023-06-23-spark-3-4-1-released.md b/news/_posts/2023-06-23-spark-3-4-1-released.md
new file mode 100644
index 00000000000..f7cdd66aaa9
--- /dev/null
+++ b/news/_posts/2023-06-23-spark-3-4-1-released.md
@@ -0,0 +1,14 @@
+---
+layout: post
+title: Spark 3.4.1 released
+categories:
+- News
+tags: []
+status: publish
+type: post
+published: true
+meta:
+  _edit_last: '4'
+  _wpas_done_all: '1'
+---
+We are happy to announce the availability of <a href="{{site.baseurl}}/releases/spark-release-3-4-1.html" title="Spark Release 3.4.1">Spark 3.4.1</a>! Visit the <a href="{{site.baseurl}}/releases/spark-release-3-4-1.html" title="Spark Release 3.4.1">release notes</a> to read about the new features, or <a href="{{site.baseurl}}/downloads.html">download</a> the release today.
diff --git a/releases/_posts/2023-06-23-spark-release-3-4-1.md b/releases/_posts/2023-06-23-spark-release-3-4-1.md
new file mode 100644
index 00000000000..47e231ce8cb
--- /dev/null
+++ b/releases/_posts/2023-06-23-spark-release-3-4-1.md
@@ -0,0 +1,99 @@
+---
+layout: post
+title: Spark Release 3.4.1
+categories: []
+tags: []
+status: publish
+type: post
+published: true
+meta:
+  _edit_last: '4'
+  _wpas_done_all: '1'
+---
+
+Spark 3.4.1 is a maintenance release containing stability fixes. This release is based on the branch-3.4 maintenance branch of Spark. We strongly recommend all 3.4 users to upgrade to this stable release.
+
+### Notable changes
+
+  - [[SPARK-32559]](https://issues.apache.org/jira/browse/SPARK-32559): Fix the trim logic did't handle ASCII control characters correctly
+  - [[SPARK-37829]](https://issues.apache.org/jira/browse/SPARK-37829): Dataframe.joinWith outer-join should return a null value for unmatched row
+  - [[SPARK-42078]](https://issues.apache.org/jira/browse/SPARK-42078): Add `CapturedException` to utils
+  - [[SPARK-42290]](https://issues.apache.org/jira/browse/SPARK-42290): Fix the OOM error can't be reported when AQE on
+  - [[SPARK-42421]](https://issues.apache.org/jira/browse/SPARK-42421): Use the utils to get the switch for dynamic allocation used in local checkpoint
+  - [[SPARK-42475]](https://issues.apache.org/jira/browse/SPARK-42475): Fix PySpark connect Quickstart binder link
+  - [[SPARK-42826]](https://issues.apache.org/jira/browse/SPARK-42826): Update migration notes for pandas API on Spark
+  - [[SPARK-43043]](https://issues.apache.org/jira/browse/SPARK-43043): Improve the performance of MapOutputTracker.updateMapOutput
+  - [[SPARK-43050]](https://issues.apache.org/jira/browse/SPARK-43050): Fix construct aggregate expressions by replacing grouping functions
+  - [[SPARK-43067]](https://issues.apache.org/jira/browse/SPARK-43067): Correct the location of error class resource file in Kafka connector
+  - [[SPARK-43069]](https://issues.apache.org/jira/browse/SPARK-43069): Use `sbt-eclipse` instead of `sbteclipse-plugin`
+  - [[SPARK-43071]](https://issues.apache.org/jira/browse/SPARK-43071): Support SELECT DEFAULT with ORDER BY, LIMIT, OFFSET for INSERT source relation
+  - [[SPARK-43072]](https://issues.apache.org/jira/browse/SPARK-43072): Include TIMESTAMP_NTZ type in ANSI Compliance doc
+  - [[SPARK-43075]](https://issues.apache.org/jira/browse/SPARK-43075): Change `gRPC` to `grpcio` when it is not installed.
+  - [[SPARK-43083]](https://issues.apache.org/jira/browse/SPARK-43083): Mark `*StateStoreSuite` as `ExtendedSQLTest`
+  - [[SPARK-43085]](https://issues.apache.org/jira/browse/SPARK-43085): Support column DEFAULT assignment for multi-part table names
+  - [[SPARK-43098]](https://issues.apache.org/jira/browse/SPARK-43098): Fix correctness COUNT bug when scalar subquery has group by clause
+  - [[SPARK-43113]](https://issues.apache.org/jira/browse/SPARK-43113): Evaluate stream-side variables when generating code for a bound condition
+  - [[SPARK-43125]](https://issues.apache.org/jira/browse/SPARK-43125): Fix Connect Server Can't Handle Exception With Null Message
+  - [[SPARK-43126]](https://issues.apache.org/jira/browse/SPARK-43126): Mark two Hive UDF expressions as stateful
+  - [[SPARK-43139]](https://issues.apache.org/jira/browse/SPARK-43139): Fix incorrect column names in sql-ref-syntax-dml-insert-table.md
+  - [[SPARK-43141]](https://issues.apache.org/jira/browse/SPARK-43141): Ignore generated Java files in checkstyle
+  - [[SPARK-43156]](https://issues.apache.org/jira/browse/SPARK-43156): Fix `COUNT(*) is null` bug in correlated scalar subquery
+  - [[SPARK-43157]](https://issues.apache.org/jira/browse/SPARK-43157): Clone InMemoryRelation cached plan to prevent cloned plan from referencing same objects
+  - [[SPARK-43158]](https://issues.apache.org/jira/browse/SPARK-43158): Set upperbound of pandas version for Binder integration
+  - [[SPARK-43249]](https://issues.apache.org/jira/browse/SPARK-43249): Fix missing stats for SQL Command
+  - [[SPARK-43281]](https://issues.apache.org/jira/browse/SPARK-43281): Fix concurrent writer does not update file metrics
+  - [[SPARK-43284]](https://issues.apache.org/jira/browse/SPARK-43284): Switch back to url-encoded strings
+  - [[SPARK-43293]](https://issues.apache.org/jira/browse/SPARK-43293): `__qualified_access_only` should be ignored in normal columns
+  - [[SPARK-43313]](https://issues.apache.org/jira/browse/SPARK-43313): Adding missing column DEFAULT values for MERGE INSERT actions
+  - [[SPARK-43336]](https://issues.apache.org/jira/browse/SPARK-43336): Casting between Timestamp and TimestampNTZ requires timezone
+  - [[SPARK-43337]](https://issues.apache.org/jira/browse/SPARK-43337): Asc/desc arrow icons for sorting column does not get displayed in the table column
+  - [[SPARK-43340]](https://issues.apache.org/jira/browse/SPARK-43340): Handle missing stack-trace field in eventlogs
+  - [[SPARK-43342]](https://issues.apache.org/jira/browse/SPARK-43342): Revert SPARK-39006 Show a directional error message for executor PVC dynamic allocation failure
+  - [[SPARK-43374]](https://issues.apache.org/jira/browse/SPARK-43374): Move protobuf-java to BSD 3-clause group and update the license copy
+  - [[SPARK-43378]](https://issues.apache.org/jira/browse/SPARK-43378): Properly close stream objects in deserializeFromChunkedBuffer
+  - [[SPARK-43395]](https://issues.apache.org/jira/browse/SPARK-43395): Exclude macOS tar extended metadata in make-distribution.sh
+  - [[SPARK-43398]](https://issues.apache.org/jira/browse/SPARK-43398): Executor timeout should be max of idle shuffle and rdd timeout
+  - [[SPARK-43404]](https://issues.apache.org/jira/browse/SPARK-43404): Skip reusing sst file for same version of RocksDB state store to avoid id mismatch error
+  - [[SPARK-43414]](https://issues.apache.org/jira/browse/SPARK-43414): Fix flakiness in Kafka RDD suites due to port binding configuration issue
+  - [[SPARK-43425]](https://issues.apache.org/jira/browse/SPARK-43425): Add `TimestampNTZType` to `ColumnarBatchRow`
+  - [[SPARK-43441]](https://issues.apache.org/jira/browse/SPARK-43441): `makeDotNode` should not fail when DeterministicLevel is absent
+  - [[SPARK-43450]](https://issues.apache.org/jira/browse/SPARK-43450): Add more `_metadata` filter test cases
+  - [[SPARK-43471]](https://issues.apache.org/jira/browse/SPARK-43471): Handle missing hadoopProperties and metricsProperties
+  - [[SPARK-43483]](https://issues.apache.org/jira/browse/SPARK-43483): Adds SQL references for OFFSET clause
+  - [[SPARK-43510]](https://issues.apache.org/jira/browse/SPARK-43510): Fix YarnAllocator internal state when adding running executor after processing completed containers
+  - [[SPARK-43517]](https://issues.apache.org/jira/browse/SPARK-43517): Add a migration guide for namedtuple monkey patch
+  - [[SPARK-43522]](https://issues.apache.org/jira/browse/SPARK-43522): Fix creating struct column name with index of array
+  - [[SPARK-43527]](https://issues.apache.org/jira/browse/SPARK-43527): Fix `catalog.listCatalogs` in PySpark
+  - [[SPARK-43541]](https://issues.apache.org/jira/browse/SPARK-43541): Propagate all `Project` tags in resolving of expressions and missing columns
+  - [[SPARK-43547]](https://issues.apache.org/jira/browse/SPARK-43547): Update "Supported Pandas API" page to point out the proper pandas docs
+  - [[SPARK-43587]](https://issues.apache.org/jira/browse/SPARK-43587): Run `HealthTrackerIntegrationSuite` in a dedicated JVM
+  - [[SPARK-43589]](https://issues.apache.org/jira/browse/SPARK-43589): Fix `cannotBroadcastTableOverMaxTableBytesError` to use `bytesToString`
+  - [[SPARK-43718]](https://issues.apache.org/jira/browse/SPARK-43718): Set nullable correctly for keys in USING joins
+  - [[SPARK-43719]](https://issues.apache.org/jira/browse/SPARK-43719): Handle `missing row.excludedInStages` field
+  - [[SPARK-43751]](https://issues.apache.org/jira/browse/SPARK-43751): Document `unbase64` behavior change
+  - [[SPARK-43758]](https://issues.apache.org/jira/browse/SPARK-43758): Update Hadoop 2 dependency manifest
+  - [[SPARK-43759]](https://issues.apache.org/jira/browse/SPARK-43759): Expose TimestampNTZType in pyspark.sql.types
+  - [[SPARK-43760]](https://issues.apache.org/jira/browse/SPARK-43760): Nullability of scalar subquery results
+  - [[SPARK-43802]](https://issues.apache.org/jira/browse/SPARK-43802): Fix codegen for unhex and unbase64 with failOnError=true
+  - [[SPARK-43894]](https://issues.apache.org/jira/browse/SPARK-43894): Fix bug in df.cache()
+  - [[SPARK-43956]](https://issues.apache.org/jira/browse/SPARK-43956): Fix the bug doesn't display column's sql for Percentile[Cont|Disc]
+  - [[SPARK-43973]](https://issues.apache.org/jira/browse/SPARK-43973): Structured Streaming UI should display failed queries correctly
+  - [[SPARK-43976]](https://issues.apache.org/jira/browse/SPARK-43976): Handle the case where modifiedConfigs doesn't exist in event logs
+  - [[SPARK-44018]](https://issues.apache.org/jira/browse/SPARK-44018): Improve the hashCode and toString for some DS V2 Expression
+  - [[SPARK-44038]](https://issues.apache.org/jira/browse/SPARK-44038): Update YuniKorn docs with v1.3
+  - [[SPARK-44040]](https://issues.apache.org/jira/browse/SPARK-44040): Fix compute stats when AggregateExec node above QueryStageExec
+
+
+### Dependency Changes
+
+While being a maintenance release we did still upgrade some dependencies in this release they are:
+
+  - [[SPARK-43758]](https://issues.apache.org/jira/browse/SPARK-43758): Upgrade snappy-java to 1.1.10.0
+  - [[SPARK-44070]](https://issues.apache.org/jira/browse/SPARK-44070): Upgrade snappy-java to 1.1.10.1
+  - [[SPARK-43949]](https://issues.apache.org/jira/browse/SPARK-43949): Upgrade cloudpickle to 2.2.1
+  - [[SPARK-44053]](https://issues.apache.org/jira/browse/SPARK-44053): Update ORC to 1.8.4
+
+You can consult JIRA for the [detailed changes](https://s.apache.org/spark-3.4.1).
+
+We would like to acknowledge all community members for contributing patches to this release.
+
diff --git a/site/committers.html b/site/committers.html
index c06c053ed1a..dc2d2cb1f88 100644
--- a/site/committers.html
+++ b/site/committers.html
@@ -652,6 +652,9 @@ <h3>Policy on backporting bug fixes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -661,9 +664,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/community.html b/site/community.html
index 127822931dc..03d20440f47 100644
--- a/site/community.html
+++ b/site/community.html
@@ -348,6 +348,9 @@ <h3>Powered by</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -357,9 +360,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/contributing.html b/site/contributing.html
index ef078e3d190..964b0259f17 100644
--- a/site/contributing.html
+++ b/site/contributing.html
@@ -658,6 +658,9 @@ <h2>Code of conduct</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -667,9 +670,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/developer-tools.html b/site/developer-tools.html
index a46b2d0b43e..4f178fc922b 100644
--- a/site/developer-tools.html
+++ b/site/developer-tools.html
@@ -663,6 +663,9 @@ <h4>In Spark unit tests</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -672,9 +675,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/docs/latest b/site/docs/latest
index fbcbf738065..8cf6caf561b 120000
--- a/site/docs/latest
+++ b/site/docs/latest
@@ -1 +1 @@
-3.4.0
\ No newline at end of file
+3.4.1
\ No newline at end of file
diff --git a/site/documentation.html b/site/documentation.html
index e2747da2e30..88c90d9e879 100644
--- a/site/documentation.html
+++ b/site/documentation.html
@@ -127,6 +127,7 @@ <h2><span class="text-capitalize">Apache Spark<span class="tm">&trade;</span></s
 <p>Setup instructions, programming guides, and other documentation are available for each stable version of Spark below:</p>
 
 <ul>
+  <li><a href="/docs/3.4.1/">Spark 3.4.1</a></li>
   <li><a href="/docs/3.4.0/">Spark 3.4.0</a></li>
   <li><a href="/docs/3.3.2/">Spark 3.3.2</a></li>
   <li><a href="/docs/3.3.1/">Spark 3.3.1</a></li>
@@ -338,6 +339,9 @@ <h3>Research Papers</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -347,9 +351,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/downloads.html b/site/downloads.html
index ad2c86e23fb..0cfda0189a1 100644
--- a/site/downloads.html
+++ b/site/downloads.html
@@ -157,7 +157,7 @@ <h3 id="link-with-spark">Link with Spark</h3>
 
 <div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>groupId: org.apache.spark
 artifactId: spark-core_2.12
-version: 3.4.0
+version: 3.4.1
 </code></pre></div></div>
 
 <h3 id="installing-with-pypi">Installing with PyPi</h3>
@@ -186,6 +186,9 @@ <h3 id="archived-releases">Archived releases</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -195,9 +198,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/error-message-guidelines.html b/site/error-message-guidelines.html
index 9f6c1c3cbf1..d2a329caa69 100644
--- a/site/error-message-guidelines.html
+++ b/site/error-message-guidelines.html
@@ -525,6 +525,9 @@ <h4 id="wording-guide">Wording guide</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -534,9 +537,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/examples.html b/site/examples.html
index 6bd87bb68b4..9b9111aa01e 100644
--- a/site/examples.html
+++ b/site/examples.html
@@ -527,6 +527,9 @@ <h1>Additional examples</h1>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -536,9 +539,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/faq.html b/site/faq.html
index afa19dcdaf5..131bf609347 100644
--- a/site/faq.html
+++ b/site/faq.html
@@ -195,6 +195,9 @@ <h2><span class="text-capitalize">Apache Spark<span class="tm">&trade;</span></s
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -204,9 +207,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/graphx/index.html b/site/graphx/index.html
index 9e84afe28f8..72097f8764c 100644
--- a/site/graphx/index.html
+++ b/site/graphx/index.html
@@ -240,6 +240,9 @@ <h3>Getting started</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -249,9 +252,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/history.html b/site/history.html
index d675a6a8f31..579735ec567 100644
--- a/site/history.html
+++ b/site/history.html
@@ -149,6 +149,9 @@ <h2><span class="text-capitalize">Apache Spark<span class="tm">&trade;</span></s
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -158,9 +161,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/improvement-proposals.html b/site/improvement-proposals.html
index 3dcf4e701f8..61feb006335 100644
--- a/site/improvement-proposals.html
+++ b/site/improvement-proposals.html
@@ -221,6 +221,9 @@ <h4>Implementing an SPIP</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -230,9 +233,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/js/downloads.js b/site/js/downloads.js
index 974b4ac6767..27d6f4379d0 100644
--- a/site/js/downloads.js
+++ b/site/js/downloads.js
@@ -27,7 +27,7 @@ var packagesV13 = [hadoop3p, hadoop3pscala213, hadoop2p, hadoopFree, sources];
 // 3.4.0+
 var packagesV14 = [hadoop3p, hadoop3pscala213, hadoopFree, sources];
 
-addRelease("3.4.0", new Date("04/13/2023"), packagesV14, true);
+addRelease("3.4.1", new Date("06/23/2023"), packagesV14, true);
 addRelease("3.3.2", new Date("02/17/2023"), packagesV13, true);
 addRelease("3.2.4", new Date("04/13/2023"), packagesV12, true);
 
diff --git a/site/mailing-lists.html b/site/mailing-lists.html
index 575785ffea8..0582545f4f4 100644
--- a/site/mailing-lists.html
+++ b/site/mailing-lists.html
@@ -133,6 +133,9 @@
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -142,9 +145,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/mllib/index.html b/site/mllib/index.html
index 292581273b9..12b820d503d 100644
--- a/site/mllib/index.html
+++ b/site/mllib/index.html
@@ -286,6 +286,9 @@ <h3>Getting started</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -295,9 +298,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/3-1-3-released.html b/site/news/3-1-3-released.html
index 337e19f8ac1..ffba5cec5dc 100644
--- a/site/news/3-1-3-released.html
+++ b/site/news/3-1-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.1.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/amp-camp-2013-registration-ope.html b/site/news/amp-camp-2013-registration-ope.html
index d745e9d45cf..c5b171c41eb 100644
--- a/site/news/amp-camp-2013-registration-ope.html
+++ b/site/news/amp-camp-2013-registration-ope.html
@@ -139,6 +139,9 @@ <h2>Registration open for AMP Camp training camp in Berkeley</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/announcing-the-first-spark-summit.html b/site/news/announcing-the-first-spark-summit.html
index 75df798bc03..7844fab41cd 100644
--- a/site/news/announcing-the-first-spark-summit.html
+++ b/site/news/announcing-the-first-spark-summit.html
@@ -143,6 +143,9 @@ <h2>Announcing the first Spark Summit: December 2, 2013</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/fourth-spark-screencast-published.html b/site/news/fourth-spark-screencast-published.html
index 662caaf9259..b647589a722 100644
--- a/site/news/fourth-spark-screencast-published.html
+++ b/site/news/fourth-spark-screencast-published.html
@@ -143,6 +143,9 @@ <h2>Fourth Spark screencast released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/index.html b/site/news/index.html
index 35d941797a8..15ee75cbc24 100644
--- a/site/news/index.html
+++ b/site/news/index.html
@@ -124,6 +124,15 @@
     <div class="col-12 col-md-9">
       <h2 id="spark-news">Spark News</h2>
 
+<article class="hentry">
+    <header class="entry-header">
+      <h3 class="entry-title"><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a></h3>
+      <div class="entry-date">June 23, 2023</div>
+    </header>
+    <div class="entry-content"><p>We are happy to announce the availability of <a href="/releases/spark-release-3-4-1.html" title="Spark Release 3.4.1">Spark 3.4.1</a>! Visit the <a href="/releases/spark-release-3-4-1.html" title="Spark Release 3.4.1">release notes</a> to read about the new features, or <a href="/downloads.html">download</a> the release today.</p>
+</div>
+  </article>
+
 <article class="hentry">
     <header class="entry-header">
       <h3 class="entry-title"><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a></h3>
@@ -1282,6 +1291,9 @@ <h3 class="entry-title"><a href="/news/spark-meetups.html">We've started hosting
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -1291,9 +1303,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/new-repository-service.html b/site/news/new-repository-service.html
index 4daa8a43165..da900809eb5 100644
--- a/site/news/new-repository-service.html
+++ b/site/news/new-repository-service.html
@@ -145,6 +145,9 @@ <h2>New repository service for spark-packages</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/next-official-release-spark-3.1.1.html b/site/news/next-official-release-spark-3.1.1.html
index 53af7f1fe37..b1bb1dc6e5e 100644
--- a/site/news/next-official-release-spark-3.1.1.html
+++ b/site/news/next-official-release-spark-3.1.1.html
@@ -151,6 +151,9 @@ <h2>Next official release: Spark 3.1.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -160,9 +163,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/nsdi-paper.html b/site/news/nsdi-paper.html
index 76e8ab2be38..0383d09818d 100644
--- a/site/news/nsdi-paper.html
+++ b/site/news/nsdi-paper.html
@@ -139,6 +139,9 @@ <h2>Spark wins Best Paper Award at USENIX NSDI</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/one-month-to-spark-summit-2015.html b/site/news/one-month-to-spark-summit-2015.html
index 4bf5c6bdb41..7e5ffec25f0 100644
--- a/site/news/one-month-to-spark-summit-2015.html
+++ b/site/news/one-month-to-spark-summit-2015.html
@@ -145,6 +145,9 @@ <h2>One month to Spark Summit 2015 in San Francisco</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/plan-for-dropping-python-2-support.html b/site/news/plan-for-dropping-python-2-support.html
index 6317c58bcdf..c1156288a57 100644
--- a/site/news/plan-for-dropping-python-2-support.html
+++ b/site/news/plan-for-dropping-python-2-support.html
@@ -155,6 +155,9 @@ <h2>Plan for dropping Python 2 support</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -164,9 +167,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/proposals-open-for-spark-summit-east.html b/site/news/proposals-open-for-spark-summit-east.html
index 5cea26cf3ff..c424e2c7a3a 100644
--- a/site/news/proposals-open-for-spark-summit-east.html
+++ b/site/news/proposals-open-for-spark-summit-east.html
@@ -143,6 +143,9 @@ <h2>Submissions open for Spark Summit East 2015 in New York</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/registration-open-for-spark-summit-east.html b/site/news/registration-open-for-spark-summit-east.html
index 13c8e2d4505..d69feacadfb 100644
--- a/site/news/registration-open-for-spark-summit-east.html
+++ b/site/news/registration-open-for-spark-summit-east.html
@@ -143,6 +143,9 @@ <h2>Registration open for Spark Summit East 2015</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/run-spark-and-shark-on-amazon-emr.html b/site/news/run-spark-and-shark-on-amazon-emr.html
index 00ad37fd6ca..a68e06a119d 100644
--- a/site/news/run-spark-and-shark-on-amazon-emr.html
+++ b/site/news/run-spark-and-shark-on-amazon-emr.html
@@ -139,6 +139,9 @@ <h2>Spark/Shark Tutorial for Amazon EMR</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/sigmod-system-award.html b/site/news/sigmod-system-award.html
index 75313c8d8b2..fbd194c3125 100644
--- a/site/news/sigmod-system-award.html
+++ b/site/news/sigmod-system-award.html
@@ -150,6 +150,9 @@ <h2>SIGMOD Systems Award for Apache Spark</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -159,9 +162,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-6-1-and-0-5-2-released.html b/site/news/spark-0-6-1-and-0-5-2-released.html
index 0cdbb9b1b59..75ab487b206 100644
--- a/site/news/spark-0-6-1-and-0-5-2-released.html
+++ b/site/news/spark-0-6-1-and-0-5-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.6.1 and 0.5.2 out</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-6-2-released.html b/site/news/spark-0-6-2-released.html
index 9d8ddc55107..50988aa893e 100644
--- a/site/news/spark-0-6-2-released.html
+++ b/site/news/spark-0-6-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.6.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-7-0-released.html b/site/news/spark-0-7-0-released.html
index aabab41d29d..6d9dcee2ae6 100644
--- a/site/news/spark-0-7-0-released.html
+++ b/site/news/spark-0-7-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.7.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-7-2-released.html b/site/news/spark-0-7-2-released.html
index 57c509af947..65b28405fb1 100644
--- a/site/news/spark-0-7-2-released.html
+++ b/site/news/spark-0-7-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.7.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-7-3-released.html b/site/news/spark-0-7-3-released.html
index 49e1352b975..8b5ee0609ba 100644
--- a/site/news/spark-0-7-3-released.html
+++ b/site/news/spark-0-7-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.7.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-8-0-released.html b/site/news/spark-0-8-0-released.html
index cd3f3ef688f..6c29850975f 100644
--- a/site/news/spark-0-8-0-released.html
+++ b/site/news/spark-0-8-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.8.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-8-1-released.html b/site/news/spark-0-8-1-released.html
index 323cf254be0..589e877a692 100644
--- a/site/news/spark-0-8-1-released.html
+++ b/site/news/spark-0-8-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 0.8.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-9-0-released.html b/site/news/spark-0-9-0-released.html
index 2944c083b60..3b48965bb85 100644
--- a/site/news/spark-0-9-0-released.html
+++ b/site/news/spark-0-9-0-released.html
@@ -146,6 +146,9 @@ <h2>Spark 0.9.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -155,9 +158,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-9-1-released.html b/site/news/spark-0-9-1-released.html
index 0db9ca5c939..7327708abab 100644
--- a/site/news/spark-0-9-1-released.html
+++ b/site/news/spark-0-9-1-released.html
@@ -145,6 +145,9 @@ <h2>Spark 0.9.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-0-9-2-released.html b/site/news/spark-0-9-2-released.html
index 30cb3f4dbb1..5235b8d1689 100644
--- a/site/news/spark-0-9-2-released.html
+++ b/site/news/spark-0-9-2-released.html
@@ -144,6 +144,9 @@ <h2>Spark 0.9.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -153,9 +156,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-0-0-released.html b/site/news/spark-1-0-0-released.html
index a3e1d3a7976..71f8971b187 100644
--- a/site/news/spark-1-0-0-released.html
+++ b/site/news/spark-1-0-0-released.html
@@ -142,6 +142,9 @@ <h2>Spark 1.0.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -151,9 +154,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-0-1-released.html b/site/news/spark-1-0-1-released.html
index d5daaac8417..946a5a21a54 100644
--- a/site/news/spark-1-0-1-released.html
+++ b/site/news/spark-1-0-1-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.0.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-0-2-released.html b/site/news/spark-1-0-2-released.html
index d0d001fbb3e..aecb842477f 100644
--- a/site/news/spark-1-0-2-released.html
+++ b/site/news/spark-1-0-2-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.0.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-1-0-released.html b/site/news/spark-1-1-0-released.html
index b5a87834c7b..9dc796ceaf2 100644
--- a/site/news/spark-1-1-0-released.html
+++ b/site/news/spark-1-1-0-released.html
@@ -143,6 +143,9 @@ <h2>Spark 1.1.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-1-1-released.html b/site/news/spark-1-1-1-released.html
index b9cb49b073e..a996da4b7a5 100644
--- a/site/news/spark-1-1-1-released.html
+++ b/site/news/spark-1-1-1-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.1.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-2-0-released.html b/site/news/spark-1-2-0-released.html
index 3421165a7f0..46a1c949e0b 100644
--- a/site/news/spark-1-2-0-released.html
+++ b/site/news/spark-1-2-0-released.html
@@ -143,6 +143,9 @@ <h2>Spark 1.2.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-2-1-released.html b/site/news/spark-1-2-1-released.html
index 0efae32583e..95e3e9d5df5 100644
--- a/site/news/spark-1-2-1-released.html
+++ b/site/news/spark-1-2-1-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.2.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-2-2-released.html b/site/news/spark-1-2-2-released.html
index 67d45a41e29..debf9e039e7 100644
--- a/site/news/spark-1-2-2-released.html
+++ b/site/news/spark-1-2-2-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.2.2 and 1.3.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-3-0-released.html b/site/news/spark-1-3-0-released.html
index 7b60ebd666e..26a15095716 100644
--- a/site/news/spark-1-3-0-released.html
+++ b/site/news/spark-1-3-0-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.3.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-4-0-released.html b/site/news/spark-1-4-0-released.html
index 3fd7532cc0b..d9204cd769f 100644
--- a/site/news/spark-1-4-0-released.html
+++ b/site/news/spark-1-4-0-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.4.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-4-1-released.html b/site/news/spark-1-4-1-released.html
index 08a4ac6e149..38569f68047 100644
--- a/site/news/spark-1-4-1-released.html
+++ b/site/news/spark-1-4-1-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.4.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-5-0-released.html b/site/news/spark-1-5-0-released.html
index 48022f0c5c3..9cf6217b8ff 100644
--- a/site/news/spark-1-5-0-released.html
+++ b/site/news/spark-1-5-0-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.5.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-5-1-released.html b/site/news/spark-1-5-1-released.html
index e545ff85aa5..1df2ec559cb 100644
--- a/site/news/spark-1-5-1-released.html
+++ b/site/news/spark-1-5-1-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.5.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-5-2-released.html b/site/news/spark-1-5-2-released.html
index f1404bd2ee2..b6fd707589b 100644
--- a/site/news/spark-1-5-2-released.html
+++ b/site/news/spark-1-5-2-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.5.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-6-0-released.html b/site/news/spark-1-6-0-released.html
index 0bd0966ca8d..ef9d7f94c97 100644
--- a/site/news/spark-1-6-0-released.html
+++ b/site/news/spark-1-6-0-released.html
@@ -145,6 +145,9 @@ <h2>Spark 1.6.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-6-1-released.html b/site/news/spark-1-6-1-released.html
index 184749b0c23..d716cb14526 100644
--- a/site/news/spark-1-6-1-released.html
+++ b/site/news/spark-1-6-1-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.6.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-6-2-released.html b/site/news/spark-1-6-2-released.html
index 83414d63eff..4ba34c60660 100644
--- a/site/news/spark-1-6-2-released.html
+++ b/site/news/spark-1-6-2-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.6.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-1-6-3-released.html b/site/news/spark-1-6-3-released.html
index 534bd626d76..6e536c7dbef 100644
--- a/site/news/spark-1-6-3-released.html
+++ b/site/news/spark-1-6-3-released.html
@@ -141,6 +141,9 @@ <h2>Spark 1.6.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-0-0-released.html b/site/news/spark-2-0-0-released.html
index 8f1ca184489..405a9a6fe90 100644
--- a/site/news/spark-2-0-0-released.html
+++ b/site/news/spark-2-0-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.0.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-0-1-released.html b/site/news/spark-2-0-1-released.html
index ef4927c58df..406b16648e7 100644
--- a/site/news/spark-2-0-1-released.html
+++ b/site/news/spark-2-0-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.0.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-0-2-released.html b/site/news/spark-2-0-2-released.html
index 66c43c22537..4ef98696dde 100644
--- a/site/news/spark-2-0-2-released.html
+++ b/site/news/spark-2-0-2-released.html
@@ -141,6 +141,9 @@ <h2>Spark 2.0.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-1-0-released.html b/site/news/spark-2-1-0-released.html
index e6f01801c90..64d38bbe38c 100644
--- a/site/news/spark-2-1-0-released.html
+++ b/site/news/spark-2-1-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.1.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-1-1-released.html b/site/news/spark-2-1-1-released.html
index e62f61e800f..bfeb2c95601 100644
--- a/site/news/spark-2-1-1-released.html
+++ b/site/news/spark-2-1-1-released.html
@@ -140,6 +140,9 @@ <h2>Spark 2.1.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -149,9 +152,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-1-2-released.html b/site/news/spark-2-1-2-released.html
index 5fbb34c5696..ce2d91b731d 100644
--- a/site/news/spark-2-1-2-released.html
+++ b/site/news/spark-2-1-2-released.html
@@ -140,6 +140,9 @@ <h2>Spark 2.1.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -149,9 +152,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-1-3-released.html b/site/news/spark-2-1-3-released.html
index f46011dd790..80a7825bb96 100644
--- a/site/news/spark-2-1-3-released.html
+++ b/site/news/spark-2-1-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.1.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-2-0-released.html b/site/news/spark-2-2-0-released.html
index 6f1c55ff104..7d854f93941 100644
--- a/site/news/spark-2-2-0-released.html
+++ b/site/news/spark-2-2-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.2.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-2-1-released.html b/site/news/spark-2-2-1-released.html
index bc2cfc9a010..d30421bb169 100644
--- a/site/news/spark-2-2-1-released.html
+++ b/site/news/spark-2-2-1-released.html
@@ -140,6 +140,9 @@ <h2>Spark 2.2.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -149,9 +152,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-2-2-released.html b/site/news/spark-2-2-2-released.html
index 6a013e9df8c..e88bdfd3148 100644
--- a/site/news/spark-2-2-2-released.html
+++ b/site/news/spark-2-2-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.2.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-3-0-released.html b/site/news/spark-2-3-0-released.html
index 627d7b0720c..1e69af07bfb 100644
--- a/site/news/spark-2-3-0-released.html
+++ b/site/news/spark-2-3-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.3.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-3-1-released.html b/site/news/spark-2-3-1-released.html
index d786bd0faf6..fd622d15547 100644
--- a/site/news/spark-2-3-1-released.html
+++ b/site/news/spark-2-3-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.3.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-3-2-released.html b/site/news/spark-2-3-2-released.html
index e9c03560a08..8a8517f5ad9 100644
--- a/site/news/spark-2-3-2-released.html
+++ b/site/news/spark-2-3-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.3.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-3-3-released.html b/site/news/spark-2-3-3-released.html
index f2cfefc5ddf..d52cd499571 100644
--- a/site/news/spark-2-3-3-released.html
+++ b/site/news/spark-2-3-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.3.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-3-4-released.html b/site/news/spark-2-3-4-released.html
index 3ff5de7b4ef..f63bcd20082 100644
--- a/site/news/spark-2-3-4-released.html
+++ b/site/news/spark-2-3-4-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.3.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-0-released.html b/site/news/spark-2-4-0-released.html
index f6739b94433..c0841e328b0 100644
--- a/site/news/spark-2-4-0-released.html
+++ b/site/news/spark-2-4-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-1-released.html b/site/news/spark-2-4-1-released.html
index fbde1e33f7d..cbfe1544491 100644
--- a/site/news/spark-2-4-1-released.html
+++ b/site/news/spark-2-4-1-released.html
@@ -140,6 +140,9 @@ <h2>Spark 2.4.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -149,9 +152,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-2-released.html b/site/news/spark-2-4-2-released.html
index b9b4219a72b..4e2bfc0b365 100644
--- a/site/news/spark-2-4-2-released.html
+++ b/site/news/spark-2-4-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-3-released.html b/site/news/spark-2-4-3-released.html
index 2c5c52036fc..341ccdb188b 100644
--- a/site/news/spark-2-4-3-released.html
+++ b/site/news/spark-2-4-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-4-released.html b/site/news/spark-2-4-4-released.html
index 3cc19056708..4e976cbb49e 100644
--- a/site/news/spark-2-4-4-released.html
+++ b/site/news/spark-2-4-4-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-5-released.html b/site/news/spark-2-4-5-released.html
index 3affe46cc7a..40d589a0827 100644
--- a/site/news/spark-2-4-5-released.html
+++ b/site/news/spark-2-4-5-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.5 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-6.html b/site/news/spark-2-4-6.html
index 57e58f0861f..a3639be2af4 100644
--- a/site/news/spark-2-4-6.html
+++ b/site/news/spark-2-4-6.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.6 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-7-released.html b/site/news/spark-2-4-7-released.html
index 37699ce5f8f..050d84375e4 100644
--- a/site/news/spark-2-4-7-released.html
+++ b/site/news/spark-2-4-7-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.7 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2-4-8-released.html b/site/news/spark-2-4-8-released.html
index aab5ea78407..b2726854c0d 100644
--- a/site/news/spark-2-4-8-released.html
+++ b/site/news/spark-2-4-8-released.html
@@ -139,6 +139,9 @@ <h2>Spark 2.4.8 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-2.0.0-preview.html b/site/news/spark-2.0.0-preview.html
index e7ed11b0e7d..5f1ca707052 100644
--- a/site/news/spark-2.0.0-preview.html
+++ b/site/news/spark-2.0.0-preview.html
@@ -141,6 +141,9 @@ <h2>Preview release of Spark 2.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-0-0-released.html b/site/news/spark-3-0-0-released.html
index 0cc61ef57d7..6152347c43c 100644
--- a/site/news/spark-3-0-0-released.html
+++ b/site/news/spark-3-0-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.0.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-0-1-released.html b/site/news/spark-3-0-1-released.html
index f1fb980bf97..c8f36a0b816 100644
--- a/site/news/spark-3-0-1-released.html
+++ b/site/news/spark-3-0-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.0.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-0-2-released.html b/site/news/spark-3-0-2-released.html
index 755f0957a16..c36aa82f5c0 100644
--- a/site/news/spark-3-0-2-released.html
+++ b/site/news/spark-3-0-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.0.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-0-3-released.html b/site/news/spark-3-0-3-released.html
index c54217b42f4..c2d7aa209ec 100644
--- a/site/news/spark-3-0-3-released.html
+++ b/site/news/spark-3-0-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.0.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-1-1-released.html b/site/news/spark-3-1-1-released.html
index d8b52608350..563cf141911 100644
--- a/site/news/spark-3-1-1-released.html
+++ b/site/news/spark-3-1-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.1.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-1-2-released.html b/site/news/spark-3-1-2-released.html
index 4afa31e058b..fdd34fe1934 100644
--- a/site/news/spark-3-1-2-released.html
+++ b/site/news/spark-3-1-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.1.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-2-0-released.html b/site/news/spark-3-2-0-released.html
index 4700003a184..f9655ae3187 100644
--- a/site/news/spark-3-2-0-released.html
+++ b/site/news/spark-3-2-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.2.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-2-1-released.html b/site/news/spark-3-2-1-released.html
index f0559979ea2..8afd5d868b9 100644
--- a/site/news/spark-3-2-1-released.html
+++ b/site/news/spark-3-2-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.2.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-2-2-released.html b/site/news/spark-3-2-2-released.html
index 4aee65f402e..e7f1d540215 100644
--- a/site/news/spark-3-2-2-released.html
+++ b/site/news/spark-3-2-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.2.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-2-3-released.html b/site/news/spark-3-2-3-released.html
index b6f36261ac8..c3528961b91 100644
--- a/site/news/spark-3-2-3-released.html
+++ b/site/news/spark-3-2-3-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.2.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-2-4-released.html b/site/news/spark-3-2-4-released.html
index 164650e5e73..3971aaff5c7 100644
--- a/site/news/spark-3-2-4-released.html
+++ b/site/news/spark-3-2-4-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.2.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-3-0-released.html b/site/news/spark-3-3-0-released.html
index 8aabffc6233..db24d643134 100644
--- a/site/news/spark-3-3-0-released.html
+++ b/site/news/spark-3-3-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.3.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-3-1-released.html b/site/news/spark-3-3-1-released.html
index bf4da41d0ee..c12d0d3af7d 100644
--- a/site/news/spark-3-3-1-released.html
+++ b/site/news/spark-3-3-1-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.3.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-3-2-released.html b/site/news/spark-3-3-2-released.html
index 16d91d6ca5f..eb863c00f6d 100644
--- a/site/news/spark-3-3-2-released.html
+++ b/site/news/spark-3-3-2-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.3.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-4-0-released.html b/site/news/spark-3-4-0-released.html
index cdac677f7e5..53ebe4262eb 100644
--- a/site/news/spark-3-4-0-released.html
+++ b/site/news/spark-3-4-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark 3.4.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3-4-1-released.html b/site/news/spark-3-4-1-released.html
new file mode 100644
index 00000000000..049fca85829
--- /dev/null
+++ b/site/news/spark-3-4-1-released.html
@@ -0,0 +1,200 @@
+<!DOCTYPE html>
+<html lang="en">
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+  <meta http-equiv="X-UA-Compatible" content="IE=edge">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+  <title>
+     Spark 3.4.1 released | Apache Spark
+    
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+
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+
+  
+
+  <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/css/bootstrap.min.css" rel="stylesheet"
+        integrity="sha384-EVSTQN3/azprG1Anm3QDgpJLIm9Nao0Yz1ztcQTwFspd3yD65VohhpuuCOmLASjC" crossorigin="anonymous">
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+  <!-- Code highlighter CSS -->
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+    <img src="/images/spark-logo-rev.svg" alt="" width="141" height="72">
+  </a>
+  <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarContent"
+          aria-controls="navbarContent" aria-expanded="false" aria-label="Toggle navigation">
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+  <div class="collapse navbar-collapse col-md-12 col-lg-auto pt-4" id="navbarContent">
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+        <a class="nav-link active" aria-current="page" href="/downloads.html">Download</a>
+      </li>
+      <li class="nav-item dropdown">
+        <a class="nav-link dropdown-toggle" href="#" id="libraries" role="button" data-bs-toggle="dropdown"
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+          Libraries
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+      </li>
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+        <a class="nav-link dropdown-toggle" href="#" id="community" role="button" data-bs-toggle="dropdown"
+           aria-expanded="false">
+          Community
+        </a>
+        <ul class="dropdown-menu" aria-labelledby="community">
+          <li><a class="dropdown-item" href="/community.html">Mailing Lists &amp; Resources</a></li>
+          <li><a class="dropdown-item" href="/contributing.html">Contributing to Spark</a></li>
+          <li><a class="dropdown-item" href="/improvement-proposals.html">Improvement Proposals (SPIP)</a>
+          </li>
+          <li><a class="dropdown-item" href="https://issues.apache.org/jira/browse/SPARK">Issue Tracker</a>
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+          <li><a class="dropdown-item" href="/committers.html">Project Committers</a></li>
+          <li><a class="dropdown-item" href="/history.html">Project History</a></li>
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+        <a class="nav-link dropdown-toggle" href="#" id="developers" role="button" data-bs-toggle="dropdown"
+           aria-expanded="false">
+          Developers
+        </a>
+        <ul class="dropdown-menu" aria-labelledby="developers">
+          <li><a class="dropdown-item" href="/developer-tools.html">Useful Developer Tools</a></li>
+          <li><a class="dropdown-item" href="/versioning-policy.html">Versioning Policy</a></li>
+          <li><a class="dropdown-item" href="/release-process.html">Release Process</a></li>
+          <li><a class="dropdown-item" href="/security.html">Security</a></li>
+        </ul>
+      </li>
+    </ul>
+    <ul class="navbar-nav ml-auto">
+      <li class="nav-item dropdown">
+        <a class="nav-link dropdown-toggle" href="#" id="apacheFoundation" role="button"
+           data-bs-toggle="dropdown" aria-expanded="false">
+          Apache Software Foundation
+        </a>
+        <ul class="dropdown-menu" aria-labelledby="apacheFoundation">
+          <li><a class="dropdown-item" href="https://www.apache.org/">Apache Homepage</a></li>
+          <li><a class="dropdown-item" href="https://www.apache.org/licenses/">License</a></li>
+          <li><a class="dropdown-item"
+                 href="https://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>
+          <li><a class="dropdown-item" href="https://www.apache.org/foundation/thanks.html">Thanks</a></li>
+          <li><a class="dropdown-item" href="https://www.apache.org/security/">Security</a></li>
+          <li><a class="dropdown-item" href="https://www.apache.org/events/current-event">Event</a></li>
+        </ul>
+      </li>
+    </ul>
+  </div>
+</nav>
+
+<div class="container">
+  <div class="row mt-4">
+    <div class="col-12 col-md-9">
+      <h2>Spark 3.4.1 released</h2>
+
+
+<p>We are happy to announce the availability of <a href="/releases/spark-release-3-4-1.html" title="Spark Release 3.4.1">Spark 3.4.1</a>! Visit the <a href="/releases/spark-release-3-4-1.html" title="Spark Release 3.4.1">release notes</a> to read about the new features, or <a href="/downloads.html">download</a> the release today.</p>
+
+
+<p>
+<br/>
+<a href="/news/">Spark News Archive</a>
+</p>
+
+    </div>
+    <div class="col-12 col-md-3">
+      <div class="news" style="margin-bottom: 20px;">
+        <h5>Latest News</h5>
+        <ul class="list-unstyled">
+          
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
+          <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
+            <span class="small">(Apr 13, 2023)</span></li>
+          
+          <li><a href="/news/spark-3-2-4-released.html">Spark 3.2.4 released</a>
+            <span class="small">(Apr 13, 2023)</span></li>
+          
+          <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
+            <span class="small">(Feb 17, 2023)</span></li>
+          
+        </ul>
+        <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
+      </div>
+      <div style="text-align:center; margin-bottom: 20px;">
+        <a href="https://www.apache.org/events/current-event.html">
+          <img src="https://www.apache.org/events/current-event-234x60.png" style="max-width: 100%;"/>
+        </a>
+      </div>
+      <div class="hidden-xs hidden-sm">
+        <a href="/downloads.html" class="btn btn-cta btn-lg d-grid" style="margin-bottom: 30px;">
+          Download Spark
+        </a>
+        <p style="font-size: 16px; font-weight: 500; color: #555;">
+          Built-in Libraries:
+        </p>
+        <ul class="list-none">
+          <li><a href="/sql/">SQL and DataFrames</a></li>
+          <li><a href="/streaming/">Spark Streaming</a></li>
+          <li><a href="/mllib/">MLlib (machine learning)</a></li>
+          <li><a href="/graphx/">GraphX (graph)</a></li>
+        </ul>
+        <a href="/third-party-projects.html">Third-Party Projects</a>
+      </div>
+    </div>
+  </div>
+
+  
+
+  <footer class="small">
+    <hr>
+    Apache Spark, Spark, Apache, the Apache feather logo, and the Apache Spark project logo are either registered
+    trademarks or trademarks of The Apache Software Foundation in the United States and other countries.
+    See guidance on use of Apache Spark <a href="/trademarks.html">trademarks</a>.
+    All other marks mentioned may be trademarks or registered trademarks of their respective owners.
+    Copyright &copy; 2018 The Apache Software Foundation, Licensed under the
+    <a href="https://www.apache.org/licenses/">Apache License, Version 2.0</a>.
+  </footer>
+</div>
+
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+        crossorigin="anonymous"></script>
+<script src="https://code.jquery.com/jquery.js"></script>
+<script src="/js/lang-tabs.js"></script>
+<script src="/js/downloads.js"></script>
+</body>
+</html>
diff --git a/site/news/spark-3.0.0-preview.html b/site/news/spark-3.0.0-preview.html
index 00093420242..05b9df6637f 100644
--- a/site/news/spark-3.0.0-preview.html
+++ b/site/news/spark-3.0.0-preview.html
@@ -141,6 +141,9 @@ <h2>Preview release of Spark 3.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-3.0.0-preview2.html b/site/news/spark-3.0.0-preview2.html
index 40a37c794fd..f17ce6de9b0 100644
--- a/site/news/spark-3.0.0-preview2.html
+++ b/site/news/spark-3.0.0-preview2.html
@@ -141,6 +141,9 @@ <h2>Preview release of Spark 3.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-accepted-into-apache-incubator.html b/site/news/spark-accepted-into-apache-incubator.html
index d31845a0d96..2a8ad6e4a86 100644
--- a/site/news/spark-accepted-into-apache-incubator.html
+++ b/site/news/spark-accepted-into-apache-incubator.html
@@ -139,6 +139,9 @@ <h2>Spark accepted into Apache Incubator</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-ai-summit-apr-2019-agenda-posted.html b/site/news/spark-ai-summit-apr-2019-agenda-posted.html
index c133dac6958..50b12612a93 100644
--- a/site/news/spark-ai-summit-apr-2019-agenda-posted.html
+++ b/site/news/spark-ai-summit-apr-2019-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark+AI Summit (April 23-25th, 2019, San Francisco) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-ai-summit-june-2020-agenda-posted.html b/site/news/spark-ai-summit-june-2020-agenda-posted.html
index 4ca076a5b75..2f4556fef74 100644
--- a/site/news/spark-ai-summit-june-2020-agenda-posted.html
+++ b/site/news/spark-ai-summit-june-2020-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark+AI Summit (June 22-25th, 2020, VIRTUAL) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-and-shark-in-the-news.html b/site/news/spark-and-shark-in-the-news.html
index c2fdf006b6d..7d22dcfa635 100644
--- a/site/news/spark-and-shark-in-the-news.html
+++ b/site/news/spark-and-shark-in-the-news.html
@@ -149,6 +149,9 @@ <h2>Spark in the news</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -158,9 +161,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-becomes-tlp.html b/site/news/spark-becomes-tlp.html
index f0679688229..2dd6eb3743b 100644
--- a/site/news/spark-becomes-tlp.html
+++ b/site/news/spark-becomes-tlp.html
@@ -141,6 +141,9 @@ <h2>Spark becomes top-level Apache project</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-featured-in-wired.html b/site/news/spark-featured-in-wired.html
index 31cb1af86ad..a954b7859c7 100644
--- a/site/news/spark-featured-in-wired.html
+++ b/site/news/spark-featured-in-wired.html
@@ -139,6 +139,9 @@ <h2>Spark featured in Wired</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-mailing-lists-moving-to-apache.html b/site/news/spark-mailing-lists-moving-to-apache.html
index 0b1d34b49cc..b2d54b4a9cb 100644
--- a/site/news/spark-mailing-lists-moving-to-apache.html
+++ b/site/news/spark-mailing-lists-moving-to-apache.html
@@ -150,6 +150,9 @@ <h2>Spark mailing lists moving to Apache</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -159,9 +162,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-meetups.html b/site/news/spark-meetups.html
index 244b9c743cb..5d99615bda8 100644
--- a/site/news/spark-meetups.html
+++ b/site/news/spark-meetups.html
@@ -139,6 +139,9 @@ <h2>We've started hosting a Bay Area Spark User Meetup</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-release-2-2-3.html b/site/news/spark-release-2-2-3.html
index 3a8a53cfa0c..6972d146d99 100644
--- a/site/news/spark-release-2-2-3.html
+++ b/site/news/spark-release-2-2-3.html
@@ -139,6 +139,9 @@ <h2>Spark 2.2.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-screencasts-published.html b/site/news/spark-screencasts-published.html
index efa978b5d0e..06fed0e4fb9 100644
--- a/site/news/spark-screencasts-published.html
+++ b/site/news/spark-screencasts-published.html
@@ -145,6 +145,9 @@ <h2>Spark screencasts published</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-2013-is-a-wrap.html b/site/news/spark-summit-2013-is-a-wrap.html
index efb11fa133b..b29cbd813f3 100644
--- a/site/news/spark-summit-2013-is-a-wrap.html
+++ b/site/news/spark-summit-2013-is-a-wrap.html
@@ -145,6 +145,9 @@ <h2>Spark Summit 2013 is a Wrap</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-2014-videos-posted.html b/site/news/spark-summit-2014-videos-posted.html
index efbf715a625..0db2b32fbc5 100644
--- a/site/news/spark-summit-2014-videos-posted.html
+++ b/site/news/spark-summit-2014-videos-posted.html
@@ -141,6 +141,9 @@ <h2>Spark Summit 2014 videos posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-2015-videos-posted.html b/site/news/spark-summit-2015-videos-posted.html
index dc03759f8f0..09ec734106c 100644
--- a/site/news/spark-summit-2015-videos-posted.html
+++ b/site/news/spark-summit-2015-videos-posted.html
@@ -139,6 +139,9 @@ <h2>Spark Summit 2015 Videos Posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-agenda-posted.html b/site/news/spark-summit-agenda-posted.html
index 35123cd9d4e..92bb714afd9 100644
--- a/site/news/spark-summit-agenda-posted.html
+++ b/site/news/spark-summit-agenda-posted.html
@@ -147,6 +147,9 @@ <h2>Spark Summit agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -156,9 +159,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-east-2015-videos-posted.html b/site/news/spark-summit-east-2015-videos-posted.html
index 654b9816da3..ba75d50049d 100644
--- a/site/news/spark-summit-east-2015-videos-posted.html
+++ b/site/news/spark-summit-east-2015-videos-posted.html
@@ -141,6 +141,9 @@ <h2>Spark Summit East 2015 Videos Posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-east-2016-cfp-closing.html b/site/news/spark-summit-east-2016-cfp-closing.html
index 3b7f2b372ab..ab503364645 100644
--- a/site/news/spark-summit-east-2016-cfp-closing.html
+++ b/site/news/spark-summit-east-2016-cfp-closing.html
@@ -139,6 +139,9 @@ <h2>CFP for Spark Summit East 2016 is closing soon!</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-east-2017-agenda-posted.html b/site/news/spark-summit-east-2017-agenda-posted.html
index 05937fbf6b9..4a1e79f3fc8 100644
--- a/site/news/spark-summit-east-2017-agenda-posted.html
+++ b/site/news/spark-summit-east-2017-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark Summit East (Feb 7-9th, 2017, Boston) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-east-agenda-posted-2015.html b/site/news/spark-summit-east-agenda-posted-2015.html
index 0792b6b6488..e354fb0afae 100644
--- a/site/news/spark-summit-east-agenda-posted-2015.html
+++ b/site/news/spark-summit-east-agenda-posted-2015.html
@@ -141,6 +141,9 @@ <h2>Spark Summit East agenda posted, CFP open for West</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-east-agenda-posted-2016.html b/site/news/spark-summit-east-agenda-posted-2016.html
index 380d52e8de5..17be379c24f 100644
--- a/site/news/spark-summit-east-agenda-posted-2016.html
+++ b/site/news/spark-summit-east-agenda-posted-2016.html
@@ -139,6 +139,9 @@ <h2>Spark Summit East (Feb 16, 2016, New York) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-eu-2017-agenda-posted.html b/site/news/spark-summit-eu-2017-agenda-posted.html
index 39c25ffb0a9..0a26a7f6739 100644
--- a/site/news/spark-summit-eu-2017-agenda-posted.html
+++ b/site/news/spark-summit-eu-2017-agenda-posted.html
@@ -140,6 +140,9 @@ <h2>Spark Summit Europe (October 24-26th, 2017, Dublin, Ireland) agenda posted</
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -149,9 +152,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-europe-agenda-posted.html b/site/news/spark-summit-europe-agenda-posted.html
index a626b8db42b..b7d699a1586 100644
--- a/site/news/spark-summit-europe-agenda-posted.html
+++ b/site/news/spark-summit-europe-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark Summit Europe agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-europe.html b/site/news/spark-summit-europe.html
index 8be1295f0da..de36a89dc4b 100644
--- a/site/news/spark-summit-europe.html
+++ b/site/news/spark-summit-europe.html
@@ -139,6 +139,9 @@ <h2>Announcing Spark Summit Europe</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-june-2016-agenda-posted.html b/site/news/spark-summit-june-2016-agenda-posted.html
index 1a81d398444..9608af7e4f8 100644
--- a/site/news/spark-summit-june-2016-agenda-posted.html
+++ b/site/news/spark-summit-june-2016-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark Summit (June 6, 2016, San Francisco) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-june-2017-agenda-posted.html b/site/news/spark-summit-june-2017-agenda-posted.html
index 9823cc47881..2a4a2387e7c 100644
--- a/site/news/spark-summit-june-2017-agenda-posted.html
+++ b/site/news/spark-summit-june-2017-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark Summit (June 5-7th, 2017, San Francisco) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-june-2018-agenda-posted.html b/site/news/spark-summit-june-2018-agenda-posted.html
index 80dc5864307..e6d64e875aa 100644
--- a/site/news/spark-summit-june-2018-agenda-posted.html
+++ b/site/news/spark-summit-june-2018-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark+AI Summit (June 4-6th, 2018, San Francisco) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-summit-oct-2018-agenda-posted.html b/site/news/spark-summit-oct-2018-agenda-posted.html
index bfbaa9d86ae..35843a858cc 100644
--- a/site/news/spark-summit-oct-2018-agenda-posted.html
+++ b/site/news/spark-summit-oct-2018-agenda-posted.html
@@ -139,6 +139,9 @@ <h2>Spark+AI Summit (October 2-4th, 2018, London) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-tips-from-quantifind.html b/site/news/spark-tips-from-quantifind.html
index 4d008c5c122..1c36414d601 100644
--- a/site/news/spark-tips-from-quantifind.html
+++ b/site/news/spark-tips-from-quantifind.html
@@ -144,6 +144,9 @@ <h2>Spark tips from Quantifind</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -153,9 +156,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-user-survey-and-powered-by-page.html b/site/news/spark-user-survey-and-powered-by-page.html
index 2fabef877ea..12b07676a8a 100644
--- a/site/news/spark-user-survey-and-powered-by-page.html
+++ b/site/news/spark-user-survey-and-powered-by-page.html
@@ -143,6 +143,9 @@ <h2>Spark user survey and "Powered By" page</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-version-0-6-0-released.html b/site/news/spark-version-0-6-0-released.html
index 05efab7682c..ee87a228cb7 100644
--- a/site/news/spark-version-0-6-0-released.html
+++ b/site/news/spark-version-0-6-0-released.html
@@ -139,6 +139,9 @@ <h2>Spark version 0.6.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-wins-cloudsort-100tb-benchmark.html b/site/news/spark-wins-cloudsort-100tb-benchmark.html
index a33865cc20e..e206c623a05 100644
--- a/site/news/spark-wins-cloudsort-100tb-benchmark.html
+++ b/site/news/spark-wins-cloudsort-100tb-benchmark.html
@@ -146,6 +146,9 @@ <h2>Spark wins CloudSort Benchmark as the most efficient engine</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -155,9 +158,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/spark-wins-daytona-gray-sort-100tb-benchmark.html b/site/news/spark-wins-daytona-gray-sort-100tb-benchmark.html
index c86830648d9..f48af31513f 100644
--- a/site/news/spark-wins-daytona-gray-sort-100tb-benchmark.html
+++ b/site/news/spark-wins-daytona-gray-sort-100tb-benchmark.html
@@ -145,6 +145,9 @@ <h2>Spark wins Daytona Gray Sort 100TB Benchmark</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/strata-exercises-now-available-online.html b/site/news/strata-exercises-now-available-online.html
index d5e8f52a7d4..06a79bd852d 100644
--- a/site/news/strata-exercises-now-available-online.html
+++ b/site/news/strata-exercises-now-available-online.html
@@ -139,6 +139,9 @@ <h2>Strata exercises now available online</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/submit-talks-to-spark-summit-2014.html b/site/news/submit-talks-to-spark-summit-2014.html
index 2a56a69eb30..fd11a147bc2 100644
--- a/site/news/submit-talks-to-spark-summit-2014.html
+++ b/site/news/submit-talks-to-spark-summit-2014.html
@@ -148,6 +148,9 @@ <h2>Submissions and registration open for Spark Summit 2014</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -157,9 +160,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/submit-talks-to-spark-summit-2016.html b/site/news/submit-talks-to-spark-summit-2016.html
index edc05346c0b..c846f445aa9 100644
--- a/site/news/submit-talks-to-spark-summit-2016.html
+++ b/site/news/submit-talks-to-spark-summit-2016.html
@@ -140,6 +140,9 @@ <h2>Submission is open for Spark Summit San Francisco</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -149,9 +152,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/submit-talks-to-spark-summit-east-2016.html b/site/news/submit-talks-to-spark-summit-east-2016.html
index 7bb18bfa464..a62730e3bd3 100644
--- a/site/news/submit-talks-to-spark-summit-east-2016.html
+++ b/site/news/submit-talks-to-spark-summit-east-2016.html
@@ -139,6 +139,9 @@ <h2>Submission is open for Spark Summit East 2016</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/submit-talks-to-spark-summit-eu-2016.html b/site/news/submit-talks-to-spark-summit-eu-2016.html
index bef30844df6..c5bddda4ba5 100644
--- a/site/news/submit-talks-to-spark-summit-eu-2016.html
+++ b/site/news/submit-talks-to-spark-summit-eu-2016.html
@@ -139,6 +139,9 @@ <h2>Call for Presentations for Spark Summit EU is Open</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/two-weeks-to-spark-summit-2014.html b/site/news/two-weeks-to-spark-summit-2014.html
index b184987ac32..cd8a99f6b80 100644
--- a/site/news/two-weeks-to-spark-summit-2014.html
+++ b/site/news/two-weeks-to-spark-summit-2014.html
@@ -149,6 +149,9 @@ <h2>Two weeks to Spark Summit 2014</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -158,9 +161,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/news/video-from-first-spark-development-meetup.html b/site/news/video-from-first-spark-development-meetup.html
index 9cb3c58f693..f43281125af 100644
--- a/site/news/video-from-first-spark-development-meetup.html
+++ b/site/news/video-from-first-spark-development-meetup.html
@@ -139,6 +139,9 @@ <h2>Video up from first Spark development meetup</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -148,9 +151,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/powered-by.html b/site/powered-by.html
index acd584c9849..de8eb55ce22 100644
--- a/site/powered-by.html
+++ b/site/powered-by.html
@@ -489,6 +489,9 @@ <h2>Companies and organizations</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -498,9 +501,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/release-process.html b/site/release-process.html
index 396782863fd..dc602c83d96 100644
--- a/site/release-process.html
+++ b/site/release-process.html
@@ -537,6 +537,9 @@ <h4>Create an announcement</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -546,9 +549,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-3.html b/site/releases/spark-release-0-3.html
index 075b08eb475..c8b018b0c02 100644
--- a/site/releases/spark-release-0-3.html
+++ b/site/releases/spark-release-0-3.html
@@ -190,6 +190,9 @@ <h3>Other Features</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -199,9 +202,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-5-0.html b/site/releases/spark-release-0-5-0.html
index 3c3a6defde5..969a8527e1c 100644
--- a/site/releases/spark-release-0-5-0.html
+++ b/site/releases/spark-release-0-5-0.html
@@ -162,6 +162,9 @@ <h3>New Hadoop API Support</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -171,9 +174,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-5-1.html b/site/releases/spark-release-0-5-1.html
index b9e9dea6b6d..3716f0d37b9 100644
--- a/site/releases/spark-release-0-5-1.html
+++ b/site/releases/spark-release-0-5-1.html
@@ -172,6 +172,9 @@ <h3>EC2 Improvements</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-5-2.html b/site/releases/spark-release-0-5-2.html
index 3f8bfb9c2cd..4c29f16cf85 100644
--- a/site/releases/spark-release-0-5-2.html
+++ b/site/releases/spark-release-0-5-2.html
@@ -141,6 +141,9 @@ <h2>Spark Release 0.5.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -150,9 +153,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-6-0.html b/site/releases/spark-release-0-6-0.html
index d8e62d7ef52..f62bf652662 100644
--- a/site/releases/spark-release-0-6-0.html
+++ b/site/releases/spark-release-0-6-0.html
@@ -216,6 +216,9 @@ <h3>Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -225,9 +228,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-6-1.html b/site/releases/spark-release-0-6-1.html
index 42ae6f4b894..af6184c5994 100644
--- a/site/releases/spark-release-0-6-1.html
+++ b/site/releases/spark-release-0-6-1.html
@@ -156,6 +156,9 @@ <h2>Spark Release 0.6.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -165,9 +168,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-6-2.html b/site/releases/spark-release-0-6-2.html
index d89fcbde395..31f29a58527 100644
--- a/site/releases/spark-release-0-6-2.html
+++ b/site/releases/spark-release-0-6-2.html
@@ -169,6 +169,9 @@ <h2>Spark Release 0.6.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -178,9 +181,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-7-0.html b/site/releases/spark-release-0-7-0.html
index e256f2fdfb0..3ca22bcaacd 100644
--- a/site/releases/spark-release-0-7-0.html
+++ b/site/releases/spark-release-0-7-0.html
@@ -238,6 +238,9 @@ <h3>Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -247,9 +250,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-7-2.html b/site/releases/spark-release-0-7-2.html
index 6272643316d..e700225c800 100644
--- a/site/releases/spark-release-0-7-2.html
+++ b/site/releases/spark-release-0-7-2.html
@@ -180,6 +180,9 @@ <h2>Spark Release 0.7.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-7-3.html b/site/releases/spark-release-0-7-3.html
index db35f229a8d..45cbea7d633 100644
--- a/site/releases/spark-release-0-7-3.html
+++ b/site/releases/spark-release-0-7-3.html
@@ -174,6 +174,9 @@ <h2>Spark Release 0.7.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-8-0.html b/site/releases/spark-release-0-8-0.html
index c0b7dc376ce..ccbc129807c 100644
--- a/site/releases/spark-release-0-8-0.html
+++ b/site/releases/spark-release-0-8-0.html
@@ -269,6 +269,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -278,9 +281,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-8-1.html b/site/releases/spark-release-0-8-1.html
index 924264688c0..fecec407e35 100644
--- a/site/releases/spark-release-0-8-1.html
+++ b/site/releases/spark-release-0-8-1.html
@@ -233,6 +233,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -242,9 +245,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-9-0.html b/site/releases/spark-release-0-9-0.html
index bab0f9b55e7..3f9433a4efb 100644
--- a/site/releases/spark-release-0-9-0.html
+++ b/site/releases/spark-release-0-9-0.html
@@ -327,6 +327,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -336,9 +339,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-9-1.html b/site/releases/spark-release-0-9-1.html
index e368df08d15..b4c601e4faf 100644
--- a/site/releases/spark-release-0-9-1.html
+++ b/site/releases/spark-release-0-9-1.html
@@ -245,6 +245,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -254,9 +257,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-0-9-2.html b/site/releases/spark-release-0-9-2.html
index 53643c5bbcb..63e742bdef2 100644
--- a/site/releases/spark-release-0-9-2.html
+++ b/site/releases/spark-release-0-9-2.html
@@ -218,6 +218,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -227,9 +230,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-0-0.html b/site/releases/spark-release-1-0-0.html
index a034ef9f3d4..afb7a8d227c 100644
--- a/site/releases/spark-release-1-0-0.html
+++ b/site/releases/spark-release-1-0-0.html
@@ -311,6 +311,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -320,9 +323,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-0-1.html b/site/releases/spark-release-1-0-1.html
index 36cae126428..c7aa7806323 100644
--- a/site/releases/spark-release-1-0-1.html
+++ b/site/releases/spark-release-1-0-1.html
@@ -269,6 +269,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -278,9 +281,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-0-2.html b/site/releases/spark-release-1-0-2.html
index b1d2460d875..500f1059438 100644
--- a/site/releases/spark-release-1-0-2.html
+++ b/site/releases/spark-release-1-0-2.html
@@ -226,6 +226,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -235,9 +238,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-1-0.html b/site/releases/spark-release-1-1-0.html
index 31dc00302ed..06ee0a6e0d9 100644
--- a/site/releases/spark-release-1-1-0.html
+++ b/site/releases/spark-release-1-1-0.html
@@ -362,6 +362,9 @@ <h3 id="contributors">Contributors:</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -371,9 +374,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-1-1.html b/site/releases/spark-release-1-1-1.html
index e117a07d717..17d5adc7793 100644
--- a/site/releases/spark-release-1-1-1.html
+++ b/site/releases/spark-release-1-1-1.html
@@ -248,6 +248,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -257,9 +260,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-2-0.html b/site/releases/spark-release-1-2-0.html
index c8f43e7f794..e6bdb842c70 100644
--- a/site/releases/spark-release-1-2-0.html
+++ b/site/releases/spark-release-1-2-0.html
@@ -376,6 +376,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -385,9 +388,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-2-1.html b/site/releases/spark-release-1-2-1.html
index 68a91489d7f..f9fbd24dcaa 100644
--- a/site/releases/spark-release-1-2-1.html
+++ b/site/releases/spark-release-1-2-1.html
@@ -248,6 +248,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -257,9 +260,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-2-2.html b/site/releases/spark-release-1-2-2.html
index 674425f9fa9..1483e304878 100644
--- a/site/releases/spark-release-1-2-2.html
+++ b/site/releases/spark-release-1-2-2.html
@@ -208,6 +208,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -217,9 +220,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-3-0.html b/site/releases/spark-release-1-3-0.html
index a4ba54fa3d3..90bea5dda52 100644
--- a/site/releases/spark-release-1-3-0.html
+++ b/site/releases/spark-release-1-3-0.html
@@ -353,6 +353,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -362,9 +365,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-3-1.html b/site/releases/spark-release-1-3-1.html
index 72f5799a612..9dfa4c135c0 100644
--- a/site/releases/spark-release-1-3-1.html
+++ b/site/releases/spark-release-1-3-1.html
@@ -240,6 +240,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -249,9 +252,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-4-0.html b/site/releases/spark-release-1-4-0.html
index 4927a58a427..c678625aae6 100644
--- a/site/releases/spark-release-1-4-0.html
+++ b/site/releases/spark-release-1-4-0.html
@@ -467,6 +467,9 @@ <h4 id="contributors">Contributors</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -476,9 +479,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-4-1.html b/site/releases/spark-release-1-4-1.html
index d01962301e4..143719ae924 100644
--- a/site/releases/spark-release-1-4-1.html
+++ b/site/releases/spark-release-1-4-1.html
@@ -272,6 +272,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -281,9 +284,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-5-0.html b/site/releases/spark-release-1-5-0.html
index 063f9a600f2..7a76e811904 100644
--- a/site/releases/spark-release-1-5-0.html
+++ b/site/releases/spark-release-1-5-0.html
@@ -405,6 +405,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -414,9 +417,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-5-1.html b/site/releases/spark-release-1-5-1.html
index 9a5dfaecf3e..df31e52ce8d 100644
--- a/site/releases/spark-release-1-5-1.html
+++ b/site/releases/spark-release-1-5-1.html
@@ -144,6 +144,9 @@ <h2>Spark Release 1.5.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -153,9 +156,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-5-2.html b/site/releases/spark-release-1-5-2.html
index c018e8d5eeb..84d6ca06d8e 100644
--- a/site/releases/spark-release-1-5-2.html
+++ b/site/releases/spark-release-1-5-2.html
@@ -143,6 +143,9 @@ <h2>Spark Release 1.5.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-6-0.html b/site/releases/spark-release-1-6-0.html
index b8ae7ed6f20..61e0de2cd05 100644
--- a/site/releases/spark-release-1-6-0.html
+++ b/site/releases/spark-release-1-6-0.html
@@ -281,6 +281,9 @@ <h2 id="credits">Credits</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -290,9 +293,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-6-1.html b/site/releases/spark-release-1-6-1.html
index 992143ca52f..94bf47cba5f 100644
--- a/site/releases/spark-release-1-6-1.html
+++ b/site/releases/spark-release-1-6-1.html
@@ -143,6 +143,9 @@ <h2>Spark Release 1.6.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-6-2.html b/site/releases/spark-release-1-6-2.html
index 9e40dcc2fc8..08182bcf66a 100644
--- a/site/releases/spark-release-1-6-2.html
+++ b/site/releases/spark-release-1-6-2.html
@@ -143,6 +143,9 @@ <h2>Spark Release 1.6.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-1-6-3.html b/site/releases/spark-release-1-6-3.html
index e25ef1d1927..645cd44b3ee 100644
--- a/site/releases/spark-release-1-6-3.html
+++ b/site/releases/spark-release-1-6-3.html
@@ -143,6 +143,9 @@ <h2>Spark Release 1.6.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-0-0.html b/site/releases/spark-release-2-0-0.html
index 277b02985b9..599ebb8be59 100644
--- a/site/releases/spark-release-2-0-0.html
+++ b/site/releases/spark-release-2-0-0.html
@@ -377,6 +377,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -386,9 +389,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-0-1.html b/site/releases/spark-release-2-0-1.html
index b84119d3a04..e31c2036b99 100644
--- a/site/releases/spark-release-2-0-1.html
+++ b/site/releases/spark-release-2-0-1.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.0.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-0-2.html b/site/releases/spark-release-2-0-2.html
index 6eb8538b4dc..52ce78bcd52 100644
--- a/site/releases/spark-release-2-0-2.html
+++ b/site/releases/spark-release-2-0-2.html
@@ -145,6 +145,9 @@ <h2>Spark Release 2.0.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-1-0.html b/site/releases/spark-release-2-1-0.html
index 81625fbfb17..62a8ed78789 100644
--- a/site/releases/spark-release-2-1-0.html
+++ b/site/releases/spark-release-2-1-0.html
@@ -289,6 +289,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -298,9 +301,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-1-1.html b/site/releases/spark-release-2-1-1.html
index 14455986aa9..8596e5e07ff 100644
--- a/site/releases/spark-release-2-1-1.html
+++ b/site/releases/spark-release-2-1-1.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.1.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-1-2.html b/site/releases/spark-release-2-1-2.html
index 81d99603279..c96a75c9152 100644
--- a/site/releases/spark-release-2-1-2.html
+++ b/site/releases/spark-release-2-1-2.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.1.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-1-3.html b/site/releases/spark-release-2-1-3.html
index 43896ab4ec2..20309b1cdb9 100644
--- a/site/releases/spark-release-2-1-3.html
+++ b/site/releases/spark-release-2-1-3.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.1.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-2-0.html b/site/releases/spark-release-2-2-0.html
index fbc52d4ec63..cd84944775f 100644
--- a/site/releases/spark-release-2-2-0.html
+++ b/site/releases/spark-release-2-2-0.html
@@ -355,6 +355,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -364,9 +367,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-2-1.html b/site/releases/spark-release-2-2-1.html
index 2f468ec9bc9..31e50d25ee3 100644
--- a/site/releases/spark-release-2-2-1.html
+++ b/site/releases/spark-release-2-2-1.html
@@ -153,6 +153,9 @@ <h3 id="changes-of-behavior">Changes of behavior</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -162,9 +165,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-2-2.html b/site/releases/spark-release-2-2-2.html
index f6fc7af5250..ca9d349d840 100644
--- a/site/releases/spark-release-2-2-2.html
+++ b/site/releases/spark-release-2-2-2.html
@@ -145,6 +145,9 @@ <h3 id="changes-of-behavior">Changes of behavior</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-2-3.html b/site/releases/spark-release-2-2-3.html
index 33f5e6dbaa1..b6835d0635d 100644
--- a/site/releases/spark-release-2-2-3.html
+++ b/site/releases/spark-release-2-2-3.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.2.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-3-0.html b/site/releases/spark-release-2-3-0.html
index b2727949215..8014b1d3b24 100644
--- a/site/releases/spark-release-2-3-0.html
+++ b/site/releases/spark-release-2-3-0.html
@@ -365,6 +365,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -374,9 +377,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-3-1.html b/site/releases/spark-release-2-3-1.html
index abdc6480736..d89c34beb96 100644
--- a/site/releases/spark-release-2-3-1.html
+++ b/site/releases/spark-release-2-3-1.html
@@ -153,6 +153,9 @@ <h3 id="changes-of-behavior">Changes of behavior</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -162,9 +165,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-3-2.html b/site/releases/spark-release-2-3-2.html
index 9ba9bc9bbce..a1eb55e7248 100644
--- a/site/releases/spark-release-2-3-2.html
+++ b/site/releases/spark-release-2-3-2.html
@@ -153,6 +153,9 @@ <h3 id="know-issues">Know issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -162,9 +165,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-3-3.html b/site/releases/spark-release-2-3-3.html
index 2095058b433..101ca212bb7 100644
--- a/site/releases/spark-release-2-3-3.html
+++ b/site/releases/spark-release-2-3-3.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.3.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-3-4.html b/site/releases/spark-release-2-3-4.html
index 36bb6886e14..4b851373e73 100644
--- a/site/releases/spark-release-2-3-4.html
+++ b/site/releases/spark-release-2-3-4.html
@@ -143,6 +143,9 @@ <h2>Spark Release 2.3.4</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-0.html b/site/releases/spark-release-2-4-0.html
index aac41d28cb4..64ea9cea0ed 100644
--- a/site/releases/spark-release-2-4-0.html
+++ b/site/releases/spark-release-2-4-0.html
@@ -371,6 +371,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -380,9 +383,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-1.html b/site/releases/spark-release-2-4-1.html
index b85b2980041..523cb07dba1 100644
--- a/site/releases/spark-release-2-4-1.html
+++ b/site/releases/spark-release-2-4-1.html
@@ -181,6 +181,9 @@ <h3 id="known-issue">Known issue</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -190,9 +193,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-2.html b/site/releases/spark-release-2-4-2.html
index 8fac179d386..7f212f6a6ef 100644
--- a/site/releases/spark-release-2-4-2.html
+++ b/site/releases/spark-release-2-4-2.html
@@ -153,6 +153,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -162,9 +165,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-3.html b/site/releases/spark-release-2-4-3.html
index 038b3932587..9b1be50824e 100644
--- a/site/releases/spark-release-2-4-3.html
+++ b/site/releases/spark-release-2-4-3.html
@@ -151,6 +151,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -160,9 +163,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-4.html b/site/releases/spark-release-2-4-4.html
index 0df87c5072c..51ebb4ed40c 100644
--- a/site/releases/spark-release-2-4-4.html
+++ b/site/releases/spark-release-2-4-4.html
@@ -157,6 +157,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -166,9 +169,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-5.html b/site/releases/spark-release-2-4-5.html
index a000a1a519f..3e603685ee3 100644
--- a/site/releases/spark-release-2-4-5.html
+++ b/site/releases/spark-release-2-4-5.html
@@ -171,6 +171,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-6.html b/site/releases/spark-release-2-4-6.html
index 35a751cbc30..06347f4eac2 100644
--- a/site/releases/spark-release-2-4-6.html
+++ b/site/releases/spark-release-2-4-6.html
@@ -179,6 +179,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -188,9 +191,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-7.html b/site/releases/spark-release-2-4-7.html
index a77287f23e2..f8556d195cd 100644
--- a/site/releases/spark-release-2-4-7.html
+++ b/site/releases/spark-release-2-4-7.html
@@ -221,6 +221,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -230,9 +233,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-2-4-8.html b/site/releases/spark-release-2-4-8.html
index 1312aaf9cb6..7e1756ee0b1 100644
--- a/site/releases/spark-release-2-4-8.html
+++ b/site/releases/spark-release-2-4-8.html
@@ -222,6 +222,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -231,9 +234,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-0-0.html b/site/releases/spark-release-3-0-0.html
index 63cf9591acd..e0f1b37286d 100644
--- a/site/releases/spark-release-3-0-0.html
+++ b/site/releases/spark-release-3-0-0.html
@@ -531,6 +531,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -540,9 +543,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-0-1.html b/site/releases/spark-release-3-0-1.html
index 3bf2a43f829..0f31c6a6668 100644
--- a/site/releases/spark-release-3-0-1.html
+++ b/site/releases/spark-release-3-0-1.html
@@ -180,6 +180,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-0-2.html b/site/releases/spark-release-3-0-2.html
index 16911479a63..9c6bb39e04b 100644
--- a/site/releases/spark-release-3-0-2.html
+++ b/site/releases/spark-release-3-0-2.html
@@ -190,6 +190,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -199,9 +202,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-0-3.html b/site/releases/spark-release-3-0-3.html
index 1026e596e5d..25cd3d077a8 100644
--- a/site/releases/spark-release-3-0-3.html
+++ b/site/releases/spark-release-3-0-3.html
@@ -207,6 +207,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -216,9 +219,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-1-1.html b/site/releases/spark-release-3-1-1.html
index 0ca87197db7..958d76a99ea 100644
--- a/site/releases/spark-release-3-1-1.html
+++ b/site/releases/spark-release-3-1-1.html
@@ -568,6 +568,9 @@ <h2 id="credits">Credits</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -577,9 +580,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-1-2.html b/site/releases/spark-release-3-1-2.html
index 1eda5584851..9e91d465d97 100644
--- a/site/releases/spark-release-3-1-2.html
+++ b/site/releases/spark-release-3-1-2.html
@@ -255,6 +255,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -264,9 +267,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-1-3.html b/site/releases/spark-release-3-1-3.html
index 41209491c8f..acd706142de 100644
--- a/site/releases/spark-release-3-1-3.html
+++ b/site/releases/spark-release-3-1-3.html
@@ -169,6 +169,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -178,9 +181,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-2-0.html b/site/releases/spark-release-3-2-0.html
index 5631a88b895..d493a91a314 100644
--- a/site/releases/spark-release-3-2-0.html
+++ b/site/releases/spark-release-3-2-0.html
@@ -541,6 +541,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -550,9 +553,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-2-1.html b/site/releases/spark-release-3-2-1.html
index e6ec2529df6..5f1920f6a33 100644
--- a/site/releases/spark-release-3-2-1.html
+++ b/site/releases/spark-release-3-2-1.html
@@ -174,6 +174,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-2-2.html b/site/releases/spark-release-3-2-2.html
index 1fb5019f46e..23f67697127 100644
--- a/site/releases/spark-release-3-2-2.html
+++ b/site/releases/spark-release-3-2-2.html
@@ -249,6 +249,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -258,9 +261,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-2-3.html b/site/releases/spark-release-3-2-3.html
index ba3244b171e..d85a3f61072 100644
--- a/site/releases/spark-release-3-2-3.html
+++ b/site/releases/spark-release-3-2-3.html
@@ -222,6 +222,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -231,9 +234,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-2-4.html b/site/releases/spark-release-3-2-4.html
index f8e93e82cfe..9ac8149444c 100644
--- a/site/releases/spark-release-3-2-4.html
+++ b/site/releases/spark-release-3-2-4.html
@@ -184,6 +184,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -193,9 +196,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-3-0.html b/site/releases/spark-release-3-3-0.html
index 828e6cea0c4..abc087eabb9 100644
--- a/site/releases/spark-release-3-3-0.html
+++ b/site/releases/spark-release-3-3-0.html
@@ -721,6 +721,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -730,9 +733,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-3-1.html b/site/releases/spark-release-3-3-1.html
index 31ea97b4aed..87bc1c1b747 100644
--- a/site/releases/spark-release-3-3-1.html
+++ b/site/releases/spark-release-3-3-1.html
@@ -231,6 +231,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -240,9 +243,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-3-2.html b/site/releases/spark-release-3-3-2.html
index 5f6bdf8c1b9..957c0ed0100 100644
--- a/site/releases/spark-release-3-3-2.html
+++ b/site/releases/spark-release-3-3-2.html
@@ -308,6 +308,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -317,9 +320,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-4-0.html b/site/releases/spark-release-3-4-0.html
index c3191a90166..df1a5ca1f16 100644
--- a/site/releases/spark-release-3-4-0.html
+++ b/site/releases/spark-release-3-4-0.html
@@ -549,6 +549,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -558,9 +561,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/releases/spark-release-3-4-1.html b/site/releases/spark-release-3-4-1.html
new file mode 100644
index 00000000000..de2cef6b56d
--- /dev/null
+++ b/site/releases/spark-release-3-4-1.html
@@ -0,0 +1,297 @@
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+      <h2>Spark Release 3.4.1</h2>
+
+
+<p>Spark 3.4.1 is a maintenance release containing stability fixes. This release is based on the branch-3.4 maintenance branch of Spark. We strongly recommend all 3.4 users to upgrade to this stable release.</p>
+
+<h3 id="notable-changes">Notable changes</h3>
+
+<ul>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-32559">[SPARK-32559]</a>: Fix the trim logic did&#8217;t handle ASCII control characters correctly</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-37829">[SPARK-37829]</a>: Dataframe.joinWith outer-join should return a null value for unmatched row</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-42078">[SPARK-42078]</a>: Add <code class="language-plaintext highlighter-rouge">CapturedException</code> to utils</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-42290">[SPARK-42290]</a>: Fix the OOM error can&#8217;t be reported when AQE on</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-42421">[SPARK-42421]</a>: Use the utils to get the switch for dynamic allocation used in local checkpoint</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-42475">[SPARK-42475]</a>: Fix PySpark connect Quickstart binder link</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-42826">[SPARK-42826]</a>: Update migration notes for pandas API on Spark</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43043">[SPARK-43043]</a>: Improve the performance of MapOutputTracker.updateMapOutput</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43050">[SPARK-43050]</a>: Fix construct aggregate expressions by replacing grouping functions</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43067">[SPARK-43067]</a>: Correct the location of error class resource file in Kafka connector</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43069">[SPARK-43069]</a>: Use <code class="language-plaintext highlighter-rouge">sbt-eclipse</code> instead of <code class="language-plaintext highlighter-rouge">sbteclipse-plugin</code></li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43071">[SPARK-43071]</a>: Support SELECT DEFAULT with ORDER BY, LIMIT, OFFSET for INSERT source relation</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43072">[SPARK-43072]</a>: Include TIMESTAMP_NTZ type in ANSI Compliance doc</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43075">[SPARK-43075]</a>: Change <code class="language-plaintext highlighter-rouge">gRPC</code> to <code class="language-plaintext highlighter-rouge">grpcio</code> when it is not installed.</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43083">[SPARK-43083]</a>: Mark <code class="language-plaintext highlighter-rouge">*StateStoreSuite</code> as <code class="language-plaintext highlighter-rouge">ExtendedSQLTest</code></li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43085">[SPARK-43085]</a>: Support column DEFAULT assignment for multi-part table names</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43098">[SPARK-43098]</a>: Fix correctness COUNT bug when scalar subquery has group by clause</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43113">[SPARK-43113]</a>: Evaluate stream-side variables when generating code for a bound condition</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43125">[SPARK-43125]</a>: Fix Connect Server Can&#8217;t Handle Exception With Null Message</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43126">[SPARK-43126]</a>: Mark two Hive UDF expressions as stateful</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43139">[SPARK-43139]</a>: Fix incorrect column names in sql-ref-syntax-dml-insert-table.md</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43141">[SPARK-43141]</a>: Ignore generated Java files in checkstyle</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43156">[SPARK-43156]</a>: Fix <code class="language-plaintext highlighter-rouge">COUNT(*) is null</code> bug in correlated scalar subquery</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43157">[SPARK-43157]</a>: Clone InMemoryRelation cached plan to prevent cloned plan from referencing same objects</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43158">[SPARK-43158]</a>: Set upperbound of pandas version for Binder integration</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43249">[SPARK-43249]</a>: Fix missing stats for SQL Command</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43281">[SPARK-43281]</a>: Fix concurrent writer does not update file metrics</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43284">[SPARK-43284]</a>: Switch back to url-encoded strings</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43293">[SPARK-43293]</a>: <code class="language-plaintext highlighter-rouge">__qualified_access_only</code> should be ignored in normal columns</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43313">[SPARK-43313]</a>: Adding missing column DEFAULT values for MERGE INSERT actions</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43336">[SPARK-43336]</a>: Casting between Timestamp and TimestampNTZ requires timezone</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43337">[SPARK-43337]</a>: Asc/desc arrow icons for sorting column does not get displayed in the table column</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43340">[SPARK-43340]</a>: Handle missing stack-trace field in eventlogs</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43342">[SPARK-43342]</a>: Revert SPARK-39006 Show a directional error message for executor PVC dynamic allocation failure</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43374">[SPARK-43374]</a>: Move protobuf-java to BSD 3-clause group and update the license copy</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43378">[SPARK-43378]</a>: Properly close stream objects in deserializeFromChunkedBuffer</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43395">[SPARK-43395]</a>: Exclude macOS tar extended metadata in make-distribution.sh</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43398">[SPARK-43398]</a>: Executor timeout should be max of idle shuffle and rdd timeout</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43404">[SPARK-43404]</a>: Skip reusing sst file for same version of RocksDB state store to avoid id mismatch error</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43414">[SPARK-43414]</a>: Fix flakiness in Kafka RDD suites due to port binding configuration issue</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43425">[SPARK-43425]</a>: Add <code class="language-plaintext highlighter-rouge">TimestampNTZType</code> to <code class="language-plaintext highlighter-rouge">ColumnarBatchRow</code></li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43441">[SPARK-43441]</a>: <code class="language-plaintext highlighter-rouge">makeDotNode</code> should not fail when DeterministicLevel is absent</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43450">[SPARK-43450]</a>: Add more <code class="language-plaintext highlighter-rouge">_metadata</code> filter test cases</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43471">[SPARK-43471]</a>: Handle missing hadoopProperties and metricsProperties</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43483">[SPARK-43483]</a>: Adds SQL references for OFFSET clause</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43510">[SPARK-43510]</a>: Fix YarnAllocator internal state when adding running executor after processing completed containers</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43517">[SPARK-43517]</a>: Add a migration guide for namedtuple monkey patch</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43522">[SPARK-43522]</a>: Fix creating struct column name with index of array</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43527">[SPARK-43527]</a>: Fix <code class="language-plaintext highlighter-rouge">catalog.listCatalogs</code> in PySpark</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43541">[SPARK-43541]</a>: Propagate all <code class="language-plaintext highlighter-rouge">Project</code> tags in resolving of expressions and missing columns</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43547">[SPARK-43547]</a>: Update &#8220;Supported Pandas API&#8221; page to point out the proper pandas docs</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43587">[SPARK-43587]</a>: Run <code class="language-plaintext highlighter-rouge">HealthTrackerIntegrationSuite</code> in a dedicated JVM</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43589">[SPARK-43589]</a>: Fix <code class="language-plaintext highlighter-rouge">cannotBroadcastTableOverMaxTableBytesError</code> to use <code class="language-plaintext highlighter-rouge">bytesToString</code></li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43718">[SPARK-43718]</a>: Set nullable correctly for keys in USING joins</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43719">[SPARK-43719]</a>: Handle <code class="language-plaintext highlighter-rouge">missing row.excludedInStages</code> field</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43751">[SPARK-43751]</a>: Document <code class="language-plaintext highlighter-rouge">unbase64</code> behavior change</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43758">[SPARK-43758]</a>: Update Hadoop 2 dependency manifest</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43759">[SPARK-43759]</a>: Expose TimestampNTZType in pyspark.sql.types</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43760">[SPARK-43760]</a>: Nullability of scalar subquery results</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43802">[SPARK-43802]</a>: Fix codegen for unhex and unbase64 with failOnError=true</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43894">[SPARK-43894]</a>: Fix bug in df.cache()</li>
+  <li>
+    <table>
+      <tbody>
+        <tr>
+          <td><a href="https://issues.apache.org/jira/browse/SPARK-43956">[SPARK-43956]</a>: Fix the bug doesn&#8217;t display column&#8217;s sql for Percentile[Cont</td>
+          <td>Disc]</td>
+        </tr>
+      </tbody>
+    </table>
+  </li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43973">[SPARK-43973]</a>: Structured Streaming UI should display failed queries correctly</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43976">[SPARK-43976]</a>: Handle the case where modifiedConfigs doesn&#8217;t exist in event logs</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-44018">[SPARK-44018]</a>: Improve the hashCode and toString for some DS V2 Expression</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-44038">[SPARK-44038]</a>: Update YuniKorn docs with v1.3</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-44040">[SPARK-44040]</a>: Fix compute stats when AggregateExec node above QueryStageExec</li>
+</ul>
+
+<h3 id="dependency-changes">Dependency Changes</h3>
+
+<p>While being a maintenance release we did still upgrade some dependencies in this release they are:</p>
+
+<ul>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43758">[SPARK-43758]</a>: Upgrade snappy-java to 1.1.10.0</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-44070">[SPARK-44070]</a>: Upgrade snappy-java to 1.1.10.1</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-43949">[SPARK-43949]</a>: Upgrade cloudpickle to 2.2.1</li>
+  <li><a href="https://issues.apache.org/jira/browse/SPARK-44053">[SPARK-44053]</a>: Update ORC to 1.8.4</li>
+</ul>
+
+<p>You can consult JIRA for the <a href="https://s.apache.org/spark-3.4.1">detailed changes</a>.</p>
+
+<p>We would like to acknowledge all community members for contributing patches to this release.</p>
+
+
+
+<p>
+<br/>
+<a href="/news/">Spark News Archive</a>
+</p>
+
+    </div>
+    <div class="col-12 col-md-3">
+      <div class="news" style="margin-bottom: 20px;">
+        <h5>Latest News</h5>
+        <ul class="list-unstyled">
+          
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
+          <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
+            <span class="small">(Apr 13, 2023)</span></li>
+          
+          <li><a href="/news/spark-3-2-4-released.html">Spark 3.2.4 released</a>
+            <span class="small">(Apr 13, 2023)</span></li>
+          
+          <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
+            <span class="small">(Feb 17, 2023)</span></li>
+          
+        </ul>
+        <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
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+    See guidance on use of Apache Spark <a href="/trademarks.html">trademarks</a>.
+    All other marks mentioned may be trademarks or registered trademarks of their respective owners.
+    Copyright &copy; 2018 The Apache Software Foundation, Licensed under the
+    <a href="https://www.apache.org/licenses/">Apache License, Version 2.0</a>.
+  </footer>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/js/bootstrap.bundle.min.js"
+        integrity="sha384-MrcW6ZMFYlzcLA8Nl+NtUVF0sA7MsXsP1UyJoMp4YLEuNSfAP+JcXn/tWtIaxVXM"
+        crossorigin="anonymous"></script>
+<script src="https://code.jquery.com/jquery.js"></script>
+<script src="/js/lang-tabs.js"></script>
+<script src="/js/downloads.js"></script>
+</body>
+</html>
diff --git a/site/research.html b/site/research.html
index 141ff6f3e78..9aa3c4eb470 100644
--- a/site/research.html
+++ b/site/research.html
@@ -187,6 +187,9 @@ <h2>Spark Research</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -196,9 +199,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/screencasts/1-first-steps-with-spark.html b/site/screencasts/1-first-steps-with-spark.html
index a25c9de29da..e7859186711 100644
--- a/site/screencasts/1-first-steps-with-spark.html
+++ b/site/screencasts/1-first-steps-with-spark.html
@@ -149,6 +149,9 @@ <h2>First Steps with Spark - Screencast #1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -158,9 +161,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/screencasts/2-spark-documentation-overview.html b/site/screencasts/2-spark-documentation-overview.html
index 15dc5bc0ed6..f7cbe3d742d 100644
--- a/site/screencasts/2-spark-documentation-overview.html
+++ b/site/screencasts/2-spark-documentation-overview.html
@@ -149,6 +149,9 @@ <h2>Spark Documentation Overview – Screencast #2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -158,9 +161,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/screencasts/3-transformations-and-caching.html b/site/screencasts/3-transformations-and-caching.html
index 9b178ef77e5..9eadbab73ff 100644
--- a/site/screencasts/3-transformations-and-caching.html
+++ b/site/screencasts/3-transformations-and-caching.html
@@ -145,6 +145,9 @@ <h2>Transformations and Caching - Spark Screencast #3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -154,9 +157,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/screencasts/4-a-standalone-job-in-spark.html b/site/screencasts/4-a-standalone-job-in-spark.html
index c783e6fef51..c48612725e3 100644
--- a/site/screencasts/4-a-standalone-job-in-spark.html
+++ b/site/screencasts/4-a-standalone-job-in-spark.html
@@ -143,6 +143,9 @@ <h2>A Standalone Job in Scala - Spark Screencast #4</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -152,9 +155,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/screencasts/index.html b/site/screencasts/index.html
index a3d6b9624c5..2c0fce2bd12 100644
--- a/site/screencasts/index.html
+++ b/site/screencasts/index.html
@@ -171,6 +171,9 @@ <h1 class="entry-title"><a href="/screencasts/1-first-steps-with-spark.html">Fir
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/security.html b/site/security.html
index 959e474d808..4482a51d636 100644
--- a/site/security.html
+++ b/site/security.html
@@ -650,6 +650,9 @@ <h3 id="CVE-2017-7678">CVE-2017-7678 Apache Spark<span class="tm">&trade;</span>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -659,9 +662,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/sitemap.xml b/site/sitemap.xml
index 5e411a92523..adcd911e08c 100644
--- a/site/sitemap.xml
+++ b/site/sitemap.xml
@@ -143,6 +143,14 @@
   <priority>1.0</priority>
 </url>
 <!-- Auto-generate sitemap for rest of site content -->
+<url>
+  <loc>https://spark.apache.org/releases/spark-release-3-4-1.html</loc>
+  <changefreq>weekly</changefreq>
+</url>
+<url>
+  <loc>https://spark.apache.org/news/spark-3-4-1-released.html</loc>
+  <changefreq>weekly</changefreq>
+</url>
 <url>
   <loc>https://spark.apache.org/releases/spark-release-3-4-0.html</loc>
   <changefreq>weekly</changefreq>
diff --git a/site/sql/index.html b/site/sql/index.html
index 54dac92bf5c..6adb481ab6e 100644
--- a/site/sql/index.html
+++ b/site/sql/index.html
@@ -285,6 +285,9 @@ <h3>Getting started</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -294,9 +297,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/streaming/index.html b/site/streaming/index.html
index f30cbfe215d..2e822a11317 100644
--- a/site/streaming/index.html
+++ b/site/streaming/index.html
@@ -227,6 +227,9 @@ <h3>Community</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -236,9 +239,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/third-party-projects.html b/site/third-party-projects.html
index 33df9541306..834e99439e2 100644
--- a/site/third-party-projects.html
+++ b/site/third-party-projects.html
@@ -230,6 +230,9 @@ <h3>Kotlin</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -239,9 +242,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/trademarks.html b/site/trademarks.html
index 27a00fae435..d6752bf315e 100644
--- a/site/trademarks.html
+++ b/site/trademarks.html
@@ -189,6 +189,9 @@ <h2><span class="text-capitalize">Apache Spark<span class="tm">&trade;</span></s
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -198,9 +201,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/versioning-policy.html b/site/versioning-policy.html
index 74b559d5e84..9f49ef414f2 100644
--- a/site/versioning-policy.html
+++ b/site/versioning-policy.html
@@ -291,6 +291,9 @@ <h2>Maintenance releases and EOL</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-3-4-1-released.html">Spark 3.4.1 released</a>
+            <span class="small">(Jun 23, 2023)</span></li>
+          
           <li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
             <span class="small">(Apr 13, 2023)</span></li>
           
@@ -300,9 +303,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
             <span class="small">(Feb 17, 2023)</span></li>
           
-          <li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
-            <span class="small">(Nov 28, 2022)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>