diff --git a/documentation.md b/documentation.md
index 8dfe0531fa..693c13ea9e 100644
--- a/documentation.md
+++ b/documentation.md
@@ -85,6 +85,7 @@ navigation:
 <p>Documentation for preview releases:</p>
 
 <ul>
+  <li><a href="{{site.baseurl}}/docs/4.0.0-preview2/">Spark 4.0.0 preview2</a></li>
   <li><a href="{{site.baseurl}}/docs/4.0.0-preview1/">Spark 4.0.0 preview1</a></li>
   <li><a href="{{site.baseurl}}/docs/3.0.0-preview2/">Spark 3.0.0 preview2</a></li>
   <li><a href="{{site.baseurl}}/docs/3.0.0-preview/">Spark 3.0.0 preview</a></li>
diff --git a/news/_posts/2024-09-26-spark-4.0.0-preview2.md b/news/_posts/2024-09-26-spark-4.0.0-preview2.md
new file mode 100644
index 0000000000..19faa8d47e
--- /dev/null
+++ b/news/_posts/2024-09-26-spark-4.0.0-preview2.md
@@ -0,0 +1,28 @@
+---
+layout: post
+title: Preview release of Spark 4.0
+categories:
+- News
+tags: []
+status: publish
+type: post
+published: true
+meta:
+  _edit_last: '4'
+  _wpas_done_all: '1'
+---
+To enable wide-scale community testing of the upcoming Spark 4.0 release, the Apache Spark community has posted a
+<a href="https://archive.apache.org/dist/spark/spark-4.0.0-preview2/">Spark 4.0.0 preview2 release</a>.
+This preview is not a stable release in terms of either API or functionality, but it is meant to give the community early
+access to try the code that will become Spark 4.0. If you would like to test the release,
+please <a href="https://archive.apache.org/dist/spark/spark-4.0.0-preview2">download</a> it, and send feedback using either
+<a href="https://spark.apache.org/community.html">mailing lists</a> or
+<a href="https://issues.apache.org/jira/browse/SPARK/?selectedTab=com.atlassian.jira.jira-projects-plugin:summary-panel">JIRA</a>.
+The documentation is available at the <a href="https://spark.apache.org/docs/4.0.0-preview2/">link</a>.
+
+There are a lot of exciting new features added to Spark 4.0, including ANSI mode by default, Python data source, polymorphic
+Python UDTF, string collation support, new VARIANT data type, streaming state store data source, structured logging, Java 21 support, Java 17 by default
+and many more.
+
+We'd like to thank our contributors and users for their contributions and early feedback to this release. This release would not have
+been possible without you.
diff --git a/site/404.html b/site/404.html
index b42d66b5d0..fa025bc205 100644
--- a/site/404.html
+++ b/site/404.html
@@ -179,6 +179,9 @@ <h2 id="oops">Oops!</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -188,9 +191,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/committers.html b/site/committers.html
index 19ccf38fa0..400375b6de 100644
--- a/site/committers.html
+++ b/site/committers.html
@@ -714,6 +714,9 @@ <h3>Policy on backporting bug fixes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -723,9 +726,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 bbfde73af4..20becbf88a 100644
--- a/site/community.html
+++ b/site/community.html
@@ -379,6 +379,9 @@ <h3>Powered by</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -388,9 +391,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6790c05b7b..37fc161ab8 100644
--- a/site/contributing.html
+++ b/site/contributing.html
@@ -722,6 +722,9 @@ <h2>Code of conduct</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -731,9 +734,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 635c70f758..8d085bd700 100644
--- a/site/developer-tools.html
+++ b/site/developer-tools.html
@@ -723,6 +723,9 @@ <h2>Generative tooling usage</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -732,9 +735,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/docs/preview b/site/docs/preview
index 9f1ca7c7d1..f18b5b8233 120000
--- a/site/docs/preview
+++ b/site/docs/preview
@@ -1 +1 @@
-4.0.0-preview1
\ No newline at end of file
+4.0.0-preview2
\ No newline at end of file
diff --git a/site/documentation.html b/site/documentation.html
index ebcb1fab8a..49f06465ef 100644
--- a/site/documentation.html
+++ b/site/documentation.html
@@ -231,6 +231,7 @@ <h2><span class="text-capitalize">Apache Spark<span class="tm">&trade;</span></s
 <p>Documentation for preview releases:</p>
 
 <ul>
+  <li><a href="/docs/4.0.0-preview2/">Spark 4.0.0 preview2</a></li>
   <li><a href="/docs/4.0.0-preview1/">Spark 4.0.0 preview1</a></li>
   <li><a href="/docs/3.0.0-preview2/">Spark 3.0.0 preview2</a></li>
   <li><a href="/docs/3.0.0-preview/">Spark 3.0.0 preview</a></li>
@@ -379,6 +380,9 @@ <h3>Research Papers</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -388,9 +392,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 5a7dd84a5e..58bbe3730c 100644
--- a/site/downloads.html
+++ b/site/downloads.html
@@ -219,6 +219,9 @@ <h3 id="archived-releases">Archived releases</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -228,9 +231,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ea18fc7e3d..7b9d16a62b 100644
--- a/site/error-message-guidelines.html
+++ b/site/error-message-guidelines.html
@@ -556,6 +556,9 @@ <h4 id="wording-guide">Wording guide</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -565,9 +568,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 078b979e9b..d492f65a1d 100644
--- a/site/examples.html
+++ b/site/examples.html
@@ -504,6 +504,9 @@ <h2>Additional examples</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -513,9 +516,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 f4da78074d..b93d9170f5 100644
--- a/site/faq.html
+++ b/site/faq.html
@@ -226,6 +226,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -235,9 +238,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0993f39b46..da1f63576b 100644
--- a/site/graphx/index.html
+++ b/site/graphx/index.html
@@ -271,6 +271,9 @@ <h3>Getting started</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -280,9 +283,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 fa5287118d..f339d83684 100644
--- a/site/history.html
+++ b/site/history.html
@@ -180,6 +180,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a33466e0c4..39892249ab 100644
--- a/site/improvement-proposals.html
+++ b/site/improvement-proposals.html
@@ -252,6 +252,9 @@ <h4>Implementing an SPIP</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -261,9 +264,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/mailing-lists.html b/site/mailing-lists.html
index 91b566dad2..e823d60e2e 100644
--- a/site/mailing-lists.html
+++ b/site/mailing-lists.html
@@ -164,6 +164,9 @@
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -173,9 +176,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 704f49f350..178467d667 100644
--- a/site/mllib/index.html
+++ b/site/mllib/index.html
@@ -317,6 +317,9 @@ <h3>Getting started</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -326,9 +329,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 1803e2d90e..4ed7bfcbcb 100644
--- a/site/news/3-1-3-released.html
+++ b/site/news/3-1-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.1.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 11370a07e9..5b1da99bce 100644
--- a/site/news/amp-camp-2013-registration-ope.html
+++ b/site/news/amp-camp-2013-registration-ope.html
@@ -170,6 +170,9 @@ <h2>Registration open for AMP Camp training camp in Berkeley</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 934a35aaf8..8993207aec 100644
--- a/site/news/announcing-the-first-spark-summit.html
+++ b/site/news/announcing-the-first-spark-summit.html
@@ -174,6 +174,9 @@ <h2>Announcing the first Spark Summit: December 2, 2013</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ebefb0da0b..901d3bbf3c 100644
--- a/site/news/fourth-spark-screencast-published.html
+++ b/site/news/fourth-spark-screencast-published.html
@@ -174,6 +174,9 @@ <h2>Fourth Spark screencast released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 d977ac0b8f..fbce083b6d 100644
--- a/site/news/index.html
+++ b/site/news/index.html
@@ -155,6 +155,22 @@
     <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-4.0.0-preview2.html">Preview release of Spark 4.0</a></h3>
+      <div class="entry-date">September 26, 2024</div>
+    </header>
+    <div class="entry-content"><p>To enable wide-scale community testing of the upcoming Spark 4.0 release, the Apache Spark community has posted a
+<a href="https://archive.apache.org/dist/spark/spark-4.0.0-preview2/">Spark 4.0.0 preview2 release</a>.
+This preview is not a stable release in terms of either API or functionality, but it is meant to give the community early
+access to try the code that will become Spark 4.0. If you would like to test the release,
+please <a href="https://archive.apache.org/dist/spark/spark-4.0.0-preview2">download</a> it, and send feedback using either
+<a href="https://spark.apache.org/community.html">mailing lists</a> or
+<a href="https://issues.apache.org/jira/browse/SPARK/?selectedTab=com.atlassian.jira.jira-projects-plugin:summary-panel">JIRA</a>.
+The documentation is available at the <a href="https://spark.apache.org/docs/4.0.0-preview2/">link</a>.</p>
+</div>
+  </article>
+
 <article class="hentry">
     <header class="entry-header">
       <h3 class="entry-title"><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a></h3>
@@ -1406,6 +1422,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -1415,9 +1434,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 d40914be1f..41760b12d3 100644
--- a/site/news/new-repository-service.html
+++ b/site/news/new-repository-service.html
@@ -176,6 +176,9 @@ <h2>New repository service for spark-packages</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 612b9dda85..8a01da0ae7 100644
--- a/site/news/next-official-release-spark-3.1.1.html
+++ b/site/news/next-official-release-spark-3.1.1.html
@@ -182,6 +182,9 @@ <h2>Next official release: Spark 3.1.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -191,9 +194,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a82df94127..546bea96fb 100644
--- a/site/news/nsdi-paper.html
+++ b/site/news/nsdi-paper.html
@@ -170,6 +170,9 @@ <h2>Spark wins Best Paper Award at USENIX NSDI</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4c3d43ddba..99ab453fc2 100644
--- a/site/news/one-month-to-spark-summit-2015.html
+++ b/site/news/one-month-to-spark-summit-2015.html
@@ -176,6 +176,9 @@ <h2>One month to Spark Summit 2015 in San Francisco</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 45b72fce8c..94c4342699 100644
--- a/site/news/plan-for-dropping-python-2-support.html
+++ b/site/news/plan-for-dropping-python-2-support.html
@@ -186,6 +186,9 @@ <h2>Plan for dropping Python 2 support</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -195,9 +198,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9ce0c52d42..70edc9373d 100644
--- a/site/news/proposals-open-for-spark-summit-east.html
+++ b/site/news/proposals-open-for-spark-summit-east.html
@@ -174,6 +174,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 df5250c1df..502e6d7030 100644
--- a/site/news/registration-open-for-spark-summit-east.html
+++ b/site/news/registration-open-for-spark-summit-east.html
@@ -174,6 +174,9 @@ <h2>Registration open for Spark Summit East 2015</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8ef09459bf..c880116030 100644
--- a/site/news/run-spark-and-shark-on-amazon-emr.html
+++ b/site/news/run-spark-and-shark-on-amazon-emr.html
@@ -170,6 +170,9 @@ <h2>Spark/Shark Tutorial for Amazon EMR</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b4acb5b15e..3a9619a627 100644
--- a/site/news/sigmod-system-award.html
+++ b/site/news/sigmod-system-award.html
@@ -181,6 +181,9 @@ <h2>SIGMOD Systems Award for Apache Spark</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -190,9 +193,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 767b8a5ac9..a0a04ff495 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
@@ -170,6 +170,9 @@ <h2>Spark 0.6.1 and 0.5.2 out</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 445e842e82..2b349394f4 100644
--- a/site/news/spark-0-6-2-released.html
+++ b/site/news/spark-0-6-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 0.6.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c1652f5b54..aa550e1114 100644
--- a/site/news/spark-0-7-0-released.html
+++ b/site/news/spark-0-7-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 0.7.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2f0b887dbc..47ff2816d9 100644
--- a/site/news/spark-0-7-2-released.html
+++ b/site/news/spark-0-7-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 0.7.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 dcce0ed405..ec6d152ced 100644
--- a/site/news/spark-0-7-3-released.html
+++ b/site/news/spark-0-7-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 0.7.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c1f1315607..51c3385b39 100644
--- a/site/news/spark-0-8-0-released.html
+++ b/site/news/spark-0-8-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 0.8.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 29e16c5305..b4c24f0581 100644
--- a/site/news/spark-0-8-1-released.html
+++ b/site/news/spark-0-8-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 0.8.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0c8106b0dd..91677b8577 100644
--- a/site/news/spark-0-9-0-released.html
+++ b/site/news/spark-0-9-0-released.html
@@ -177,6 +177,9 @@ <h2>Spark 0.9.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -186,9 +189,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4a26d4fdbe..fa767c4872 100644
--- a/site/news/spark-0-9-1-released.html
+++ b/site/news/spark-0-9-1-released.html
@@ -176,6 +176,9 @@ <h2>Spark 0.9.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6acdc2b83b..db2ae5ec7f 100644
--- a/site/news/spark-0-9-2-released.html
+++ b/site/news/spark-0-9-2-released.html
@@ -175,6 +175,9 @@ <h2>Spark 0.9.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -184,9 +187,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 689834c3c4..0617798bad 100644
--- a/site/news/spark-1-0-0-released.html
+++ b/site/news/spark-1-0-0-released.html
@@ -173,6 +173,9 @@ <h2>Spark 1.0.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -182,9 +185,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 41a3cdf55b..6c7b5fc0a0 100644
--- a/site/news/spark-1-0-1-released.html
+++ b/site/news/spark-1-0-1-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.0.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 bfa6c8529e..d1c90a4109 100644
--- a/site/news/spark-1-0-2-released.html
+++ b/site/news/spark-1-0-2-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.0.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c2c97dc11f..bd74f739c9 100644
--- a/site/news/spark-1-1-0-released.html
+++ b/site/news/spark-1-1-0-released.html
@@ -174,6 +174,9 @@ <h2>Spark 1.1.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4e4cdcfee6..c94f1902bf 100644
--- a/site/news/spark-1-1-1-released.html
+++ b/site/news/spark-1-1-1-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.1.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a9164e1791..0efabf1468 100644
--- a/site/news/spark-1-2-0-released.html
+++ b/site/news/spark-1-2-0-released.html
@@ -174,6 +174,9 @@ <h2>Spark 1.2.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6c62eb846a..b7ce80bb38 100644
--- a/site/news/spark-1-2-1-released.html
+++ b/site/news/spark-1-2-1-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.2.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 10b392b982..1a94396ba2 100644
--- a/site/news/spark-1-2-2-released.html
+++ b/site/news/spark-1-2-2-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.2.2 and 1.3.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a61e5fabd2..c41141e68a 100644
--- a/site/news/spark-1-3-0-released.html
+++ b/site/news/spark-1-3-0-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.3.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ced5fc3d6c..e8a54866fe 100644
--- a/site/news/spark-1-4-0-released.html
+++ b/site/news/spark-1-4-0-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.4.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 bae1c970ff..4beb52bf9a 100644
--- a/site/news/spark-1-4-1-released.html
+++ b/site/news/spark-1-4-1-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.4.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c746771ed9..3251a09be5 100644
--- a/site/news/spark-1-5-0-released.html
+++ b/site/news/spark-1-5-0-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.5.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a0219547b6..262eb41736 100644
--- a/site/news/spark-1-5-1-released.html
+++ b/site/news/spark-1-5-1-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.5.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 e8f2ae230a..4f3c8ed439 100644
--- a/site/news/spark-1-5-2-released.html
+++ b/site/news/spark-1-5-2-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.5.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 429fe95679..b466124da1 100644
--- a/site/news/spark-1-6-0-released.html
+++ b/site/news/spark-1-6-0-released.html
@@ -176,6 +176,9 @@ <h2>Spark 1.6.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 89446325cb..7b7823d53d 100644
--- a/site/news/spark-1-6-1-released.html
+++ b/site/news/spark-1-6-1-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.6.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 78be1ff5b0..fd52152657 100644
--- a/site/news/spark-1-6-2-released.html
+++ b/site/news/spark-1-6-2-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.6.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 75cf8e8fe3..1a2b11a9b1 100644
--- a/site/news/spark-1-6-3-released.html
+++ b/site/news/spark-1-6-3-released.html
@@ -172,6 +172,9 @@ <h2>Spark 1.6.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9879f0dabc..01f615aec0 100644
--- a/site/news/spark-2-0-0-released.html
+++ b/site/news/spark-2-0-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.0.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c3c1831707..b9a6f380f0 100644
--- a/site/news/spark-2-0-1-released.html
+++ b/site/news/spark-2-0-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.0.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 76fd77651a..36e6c0917b 100644
--- a/site/news/spark-2-0-2-released.html
+++ b/site/news/spark-2-0-2-released.html
@@ -172,6 +172,9 @@ <h2>Spark 2.0.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 e8eae33def..c4c2d74158 100644
--- a/site/news/spark-2-1-0-released.html
+++ b/site/news/spark-2-1-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.1.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0ef8bd0f03..8b1cbc1f9f 100644
--- a/site/news/spark-2-1-1-released.html
+++ b/site/news/spark-2-1-1-released.html
@@ -171,6 +171,9 @@ <h2>Spark 2.1.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 37258686b3..175d935cfb 100644
--- a/site/news/spark-2-1-2-released.html
+++ b/site/news/spark-2-1-2-released.html
@@ -171,6 +171,9 @@ <h2>Spark 2.1.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a083152a71..90d3031cbd 100644
--- a/site/news/spark-2-1-3-released.html
+++ b/site/news/spark-2-1-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.1.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 66628dc187..910d401110 100644
--- a/site/news/spark-2-2-0-released.html
+++ b/site/news/spark-2-2-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.2.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 654d3675c8..733e9c637f 100644
--- a/site/news/spark-2-2-1-released.html
+++ b/site/news/spark-2-2-1-released.html
@@ -171,6 +171,9 @@ <h2>Spark 2.2.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c40c9df4f6..04ed7649e9 100644
--- a/site/news/spark-2-2-2-released.html
+++ b/site/news/spark-2-2-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.2.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a27eb2d4e7..504d664303 100644
--- a/site/news/spark-2-3-0-released.html
+++ b/site/news/spark-2-3-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.3.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9cdffafc99..a3974f5265 100644
--- a/site/news/spark-2-3-1-released.html
+++ b/site/news/spark-2-3-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.3.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0d9aa444af..12c59dcc20 100644
--- a/site/news/spark-2-3-2-released.html
+++ b/site/news/spark-2-3-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.3.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 742eb21722..12699fef6d 100644
--- a/site/news/spark-2-3-3-released.html
+++ b/site/news/spark-2-3-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.3.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 fac6666270..373d52e5db 100644
--- a/site/news/spark-2-3-4-released.html
+++ b/site/news/spark-2-3-4-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.3.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8b1aeb3f5b..0fdf758a01 100644
--- a/site/news/spark-2-4-0-released.html
+++ b/site/news/spark-2-4-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 19be3a66a9..28c6bc310d 100644
--- a/site/news/spark-2-4-1-released.html
+++ b/site/news/spark-2-4-1-released.html
@@ -171,6 +171,9 @@ <h2>Spark 2.4.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 51a0808b2d..f91fdf8e1a 100644
--- a/site/news/spark-2-4-2-released.html
+++ b/site/news/spark-2-4-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 08d9f3da5a..fddb47b65a 100644
--- a/site/news/spark-2-4-3-released.html
+++ b/site/news/spark-2-4-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 d27ffb0eed..d5fafe1e16 100644
--- a/site/news/spark-2-4-4-released.html
+++ b/site/news/spark-2-4-4-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8c28dc7b19..928be83cde 100644
--- a/site/news/spark-2-4-5-released.html
+++ b/site/news/spark-2-4-5-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.5 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 910bc9cab9..22cddadfe9 100644
--- a/site/news/spark-2-4-6.html
+++ b/site/news/spark-2-4-6.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.6 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 59e64889db..10fb2203b8 100644
--- a/site/news/spark-2-4-7-released.html
+++ b/site/news/spark-2-4-7-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.7 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b165427ea6..7019e18758 100644
--- a/site/news/spark-2-4-8-released.html
+++ b/site/news/spark-2-4-8-released.html
@@ -170,6 +170,9 @@ <h2>Spark 2.4.8 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b99f5c0d44..dbf4b56245 100644
--- a/site/news/spark-2.0.0-preview.html
+++ b/site/news/spark-2.0.0-preview.html
@@ -172,6 +172,9 @@ <h2>Preview release of Spark 2.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 20d79e9af0..f731fad472 100644
--- a/site/news/spark-3-0-0-released.html
+++ b/site/news/spark-3-0-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.0.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 954de1ad27..866b2663f9 100644
--- a/site/news/spark-3-0-1-released.html
+++ b/site/news/spark-3-0-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.0.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 f45dd57d9a..0db2bcd188 100644
--- a/site/news/spark-3-0-2-released.html
+++ b/site/news/spark-3-0-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.0.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 dc8593d770..d1cc60e946 100644
--- a/site/news/spark-3-0-3-released.html
+++ b/site/news/spark-3-0-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.0.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a13f950677..4aa6b1bb74 100644
--- a/site/news/spark-3-1-1-released.html
+++ b/site/news/spark-3-1-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.1.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c73e9a7629..fce8b770b5 100644
--- a/site/news/spark-3-1-2-released.html
+++ b/site/news/spark-3-1-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.1.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ecb4618403..7ba2c3510c 100644
--- a/site/news/spark-3-2-0-released.html
+++ b/site/news/spark-3-2-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.2.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6c3ecc0ea2..8ee3a4a9c9 100644
--- a/site/news/spark-3-2-1-released.html
+++ b/site/news/spark-3-2-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.2.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 7e7b09f234..b52544cd5a 100644
--- a/site/news/spark-3-2-2-released.html
+++ b/site/news/spark-3-2-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.2.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 cbc08e5e97..b2b592ea4b 100644
--- a/site/news/spark-3-2-3-released.html
+++ b/site/news/spark-3-2-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.2.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 74b2b859f8..1cb60168ca 100644
--- a/site/news/spark-3-2-4-released.html
+++ b/site/news/spark-3-2-4-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.2.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9bca75ab7d..24a17cf1cb 100644
--- a/site/news/spark-3-3-0-released.html
+++ b/site/news/spark-3-3-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.3.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 d639b6981f..81e7289163 100644
--- a/site/news/spark-3-3-1-released.html
+++ b/site/news/spark-3-3-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.3.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 232f91dbc4..16a23585a0 100644
--- a/site/news/spark-3-3-2-released.html
+++ b/site/news/spark-3-3-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.3.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-3-3-released.html b/site/news/spark-3-3-3-released.html
index 8f8f66979a..deb5cfd787 100644
--- a/site/news/spark-3-3-3-released.html
+++ b/site/news/spark-3-3-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.3.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-3-4-released.html b/site/news/spark-3-3-4-released.html
index 63726818c7..9ca0d80b62 100644
--- a/site/news/spark-3-3-4-released.html
+++ b/site/news/spark-3-3-4-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.3.4 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 90927c9d84..b76ed3bae1 100644
--- a/site/news/spark-3-4-0-released.html
+++ b/site/news/spark-3-4-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.4.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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
index 518b9bb47e..7fae0c698e 100644
--- a/site/news/spark-3-4-1-released.html
+++ b/site/news/spark-3-4-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.4.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-4-2-released.html b/site/news/spark-3-4-2-released.html
index c1f5c80036..93e7bfee5c 100644
--- a/site/news/spark-3-4-2-released.html
+++ b/site/news/spark-3-4-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.4.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-4-3-released.html b/site/news/spark-3-4-3-released.html
index 8c7aabcbe2..52d30646b9 100644
--- a/site/news/spark-3-4-3-released.html
+++ b/site/news/spark-3-4-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.4.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-0-released.html b/site/news/spark-3-5-0-released.html
index 2f5e160101..36883cf166 100644
--- a/site/news/spark-3-5-0-released.html
+++ b/site/news/spark-3-5-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.5.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-1-released.html b/site/news/spark-3-5-1-released.html
index 6f5e60f94d..5ae181d567 100644
--- a/site/news/spark-3-5-1-released.html
+++ b/site/news/spark-3-5-1-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.5.1 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-2-released.html b/site/news/spark-3-5-2-released.html
index 146c192481..286cefe4e9 100644
--- a/site/news/spark-3-5-2-released.html
+++ b/site/news/spark-3-5-2-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.5.2 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-3-released.html b/site/news/spark-3-5-3-released.html
index 4be66c544f..bc9c8aa0a5 100644
--- a/site/news/spark-3-5-3-released.html
+++ b/site/news/spark-3-5-3-released.html
@@ -170,6 +170,9 @@ <h2>Spark 3.5.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-preview.html b/site/news/spark-3.0.0-preview.html
index f24cee82c2..460f208ece 100644
--- a/site/news/spark-3.0.0-preview.html
+++ b/site/news/spark-3.0.0-preview.html
@@ -172,6 +172,9 @@ <h2>Preview release of Spark 3.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0c0faaa419..f40790573e 100644
--- a/site/news/spark-3.0.0-preview2.html
+++ b/site/news/spark-3.0.0-preview2.html
@@ -172,6 +172,9 @@ <h2>Preview release of Spark 3.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-4.0.0-preview1.html b/site/news/spark-4.0.0-preview1.html
index e0f6591d6b..d609bc98fe 100644
--- a/site/news/spark-4.0.0-preview1.html
+++ b/site/news/spark-4.0.0-preview1.html
@@ -183,6 +183,9 @@ <h2>Preview release of Spark 4.0</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -192,9 +195,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-4.0.0-preview2.html b/site/news/spark-4.0.0-preview2.html
new file mode 100644
index 0000000000..f1807678b3
--- /dev/null
+++ b/site/news/spark-4.0.0-preview2.html
@@ -0,0 +1,245 @@
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+          <li><a class="dropdown-item" href="https://github.com/apache/spark">spark</a></li>
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+          <li><a class="dropdown-item" href="https://github.com/apache/spark-kubernetes-operator">spark-kubernetes-operator</a></li>
+          <li><a class="dropdown-item" href="https://github.com/apache/spark-website">spark-website</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"
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+          <li><a class="dropdown-item" href="https://www.apache.org/">Apache Homepage</a></li>
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+          <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>
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+</nav>
+
+<div class="container">
+  <div class="row mt-4">
+    <div class="col-12 col-md-9">
+      <h2>Preview release of Spark 4.0</h2>
+
+
+<p>To enable wide-scale community testing of the upcoming Spark 4.0 release, the Apache Spark community has posted a
+<a href="https://archive.apache.org/dist/spark/spark-4.0.0-preview2/">Spark 4.0.0 preview2 release</a>.
+This preview is not a stable release in terms of either API or functionality, but it is meant to give the community early
+access to try the code that will become Spark 4.0. If you would like to test the release,
+please <a href="https://archive.apache.org/dist/spark/spark-4.0.0-preview2">download</a> it, and send feedback using either
+<a href="https://spark.apache.org/community.html">mailing lists</a> or
+<a href="https://issues.apache.org/jira/browse/SPARK/?selectedTab=com.atlassian.jira.jira-projects-plugin:summary-panel">JIRA</a>.
+The documentation is available at the <a href="https://spark.apache.org/docs/4.0.0-preview2/">link</a>.</p>
+
+<p>There are a lot of exciting new features added to Spark 4.0, including ANSI mode by default, Python data source, polymorphic
+Python UDTF, string collation support, new VARIANT data type, streaming state store data source, structured logging, Java 21 support, Java 17 by default
+and many more.</p>
+
+<p>We&#8217;d like to thank our contributors and users for their contributions and early feedback to this release. This release would not have
+been possible without you.</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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
+          <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
+            <span class="small">(Sep 24, 2024)</span></li>
+          
+          <li><a href="/news/spark-3-5-2-released.html">Spark 3.5.2 released</a>
+            <span class="small">(Aug 10, 2024)</span></li>
+          
+          <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
+            <span class="small">(Jun 03, 2024)</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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diff --git a/site/news/spark-accepted-into-apache-incubator.html b/site/news/spark-accepted-into-apache-incubator.html
index 4879523d0d..a2b79a0d8a 100644
--- a/site/news/spark-accepted-into-apache-incubator.html
+++ b/site/news/spark-accepted-into-apache-incubator.html
@@ -170,6 +170,9 @@ <h2>Spark accepted into Apache Incubator</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 50a6f1257c..c0c4d738a1 100644
--- a/site/news/spark-ai-summit-apr-2019-agenda-posted.html
+++ b/site/news/spark-ai-summit-apr-2019-agenda-posted.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8a3fef828e..7d97bda77f 100644
--- a/site/news/spark-ai-summit-june-2020-agenda-posted.html
+++ b/site/news/spark-ai-summit-june-2020-agenda-posted.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 16192eb7dd..88d8edfb69 100644
--- a/site/news/spark-and-shark-in-the-news.html
+++ b/site/news/spark-and-shark-in-the-news.html
@@ -180,6 +180,9 @@ <h2>Spark in the news</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c5d1c88297..abb6c9d6c3 100644
--- a/site/news/spark-becomes-tlp.html
+++ b/site/news/spark-becomes-tlp.html
@@ -172,6 +172,9 @@ <h2>Spark becomes top-level Apache project</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4ca0e49945..165ce52ac1 100644
--- a/site/news/spark-featured-in-wired.html
+++ b/site/news/spark-featured-in-wired.html
@@ -170,6 +170,9 @@ <h2>Spark featured in Wired</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 1fb5d64393..c496165ed4 100644
--- a/site/news/spark-mailing-lists-moving-to-apache.html
+++ b/site/news/spark-mailing-lists-moving-to-apache.html
@@ -181,6 +181,9 @@ <h2>Spark mailing lists moving to Apache</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -190,9 +193,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 73adbb7c75..47e314217f 100644
--- a/site/news/spark-meetups.html
+++ b/site/news/spark-meetups.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 10c91dd880..4462df026c 100644
--- a/site/news/spark-release-2-2-3.html
+++ b/site/news/spark-release-2-2-3.html
@@ -170,6 +170,9 @@ <h2>Spark 2.2.3 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4d23f710c1..bebe5ef861 100644
--- a/site/news/spark-screencasts-published.html
+++ b/site/news/spark-screencasts-published.html
@@ -176,6 +176,9 @@ <h2>Spark screencasts published</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 dbbbf1e512..99760d72d9 100644
--- a/site/news/spark-summit-2013-is-a-wrap.html
+++ b/site/news/spark-summit-2013-is-a-wrap.html
@@ -176,6 +176,9 @@ <h2>Spark Summit 2013 is a Wrap</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9dc3bc2d75..6f710e1874 100644
--- a/site/news/spark-summit-2014-videos-posted.html
+++ b/site/news/spark-summit-2014-videos-posted.html
@@ -172,6 +172,9 @@ <h2>Spark Summit 2014 videos posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 5800f7addb..8281803c02 100644
--- a/site/news/spark-summit-2015-videos-posted.html
+++ b/site/news/spark-summit-2015-videos-posted.html
@@ -170,6 +170,9 @@ <h2>Spark Summit 2015 Videos Posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 3f7bc6a600..f3279e2e1b 100644
--- a/site/news/spark-summit-agenda-posted.html
+++ b/site/news/spark-summit-agenda-posted.html
@@ -178,6 +178,9 @@ <h2>Spark Summit agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -187,9 +190,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8c0029a757..589c550d05 100644
--- a/site/news/spark-summit-east-2015-videos-posted.html
+++ b/site/news/spark-summit-east-2015-videos-posted.html
@@ -172,6 +172,9 @@ <h2>Spark Summit East 2015 Videos Posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0442cb9c6e..465d265e8d 100644
--- a/site/news/spark-summit-east-2016-cfp-closing.html
+++ b/site/news/spark-summit-east-2016-cfp-closing.html
@@ -170,6 +170,9 @@ <h2>CFP for Spark Summit East 2016 is closing soon!</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 705534e5f7..f8e6d556a2 100644
--- a/site/news/spark-summit-east-2017-agenda-posted.html
+++ b/site/news/spark-summit-east-2017-agenda-posted.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a8f5763c0b..2ffa012e89 100644
--- a/site/news/spark-summit-east-agenda-posted-2015.html
+++ b/site/news/spark-summit-east-agenda-posted-2015.html
@@ -172,6 +172,9 @@ <h2>Spark Summit East agenda posted, CFP open for West</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b94a257c52..ee136f9c07 100644
--- a/site/news/spark-summit-east-agenda-posted-2016.html
+++ b/site/news/spark-summit-east-agenda-posted-2016.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6103274770..4bf6d214f3 100644
--- a/site/news/spark-summit-eu-2017-agenda-posted.html
+++ b/site/news/spark-summit-eu-2017-agenda-posted.html
@@ -171,6 +171,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ef11ce2619..76f9b477b9 100644
--- a/site/news/spark-summit-europe-agenda-posted.html
+++ b/site/news/spark-summit-europe-agenda-posted.html
@@ -170,6 +170,9 @@ <h2>Spark Summit Europe agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 3933dcfb1f..fd4b3a6688 100644
--- a/site/news/spark-summit-europe.html
+++ b/site/news/spark-summit-europe.html
@@ -170,6 +170,9 @@ <h2>Announcing Spark Summit Europe</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 cc02bafd83..7b06e0bab0 100644
--- a/site/news/spark-summit-june-2016-agenda-posted.html
+++ b/site/news/spark-summit-june-2016-agenda-posted.html
@@ -170,6 +170,9 @@ <h2>Spark Summit (June 6, 2016, San Francisco) agenda posted</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8ad3921f8e..ba232603e2 100644
--- a/site/news/spark-summit-june-2017-agenda-posted.html
+++ b/site/news/spark-summit-june-2017-agenda-posted.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8286d8fb92..e08e84f166 100644
--- a/site/news/spark-summit-june-2018-agenda-posted.html
+++ b/site/news/spark-summit-june-2018-agenda-posted.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4ba6de8511..c4ac5c6448 100644
--- a/site/news/spark-summit-oct-2018-agenda-posted.html
+++ b/site/news/spark-summit-oct-2018-agenda-posted.html
@@ -170,6 +170,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 07185201a4..037dd3078c 100644
--- a/site/news/spark-tips-from-quantifind.html
+++ b/site/news/spark-tips-from-quantifind.html
@@ -175,6 +175,9 @@ <h2>Spark tips from Quantifind</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -184,9 +187,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 defdef1f46..f399018aea 100644
--- a/site/news/spark-user-survey-and-powered-by-page.html
+++ b/site/news/spark-user-survey-and-powered-by-page.html
@@ -174,6 +174,9 @@ <h2>Spark user survey and "Powered By" page</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ba228a14aa..2cf282894b 100644
--- a/site/news/spark-version-0-6-0-released.html
+++ b/site/news/spark-version-0-6-0-released.html
@@ -170,6 +170,9 @@ <h2>Spark version 0.6.0 released</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a4eec77da3..ebe09569c0 100644
--- a/site/news/spark-wins-cloudsort-100tb-benchmark.html
+++ b/site/news/spark-wins-cloudsort-100tb-benchmark.html
@@ -177,6 +177,9 @@ <h2>Spark wins CloudSort Benchmark as the most efficient engine</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -186,9 +189,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c7632489c3..006775e6ac 100644
--- a/site/news/spark-wins-daytona-gray-sort-100tb-benchmark.html
+++ b/site/news/spark-wins-daytona-gray-sort-100tb-benchmark.html
@@ -176,6 +176,9 @@ <h2>Spark wins Daytona Gray Sort 100TB Benchmark</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c7a51a341d..354e7613ff 100644
--- a/site/news/strata-exercises-now-available-online.html
+++ b/site/news/strata-exercises-now-available-online.html
@@ -170,6 +170,9 @@ <h2>Strata exercises now available online</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b1e43b5271..3744762e62 100644
--- a/site/news/submit-talks-to-spark-summit-2014.html
+++ b/site/news/submit-talks-to-spark-summit-2014.html
@@ -179,6 +179,9 @@ <h2>Submissions and registration open for Spark Summit 2014</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -188,9 +191,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 1d47f94126..d2996c9f80 100644
--- a/site/news/submit-talks-to-spark-summit-2016.html
+++ b/site/news/submit-talks-to-spark-summit-2016.html
@@ -171,6 +171,9 @@ <h2>Submission is open for Spark Summit San Francisco</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -180,9 +183,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9f38fa877e..b6837173cb 100644
--- a/site/news/submit-talks-to-spark-summit-east-2016.html
+++ b/site/news/submit-talks-to-spark-summit-east-2016.html
@@ -170,6 +170,9 @@ <h2>Submission is open for Spark Summit East 2016</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 5b647c4af8..203c0d94e4 100644
--- a/site/news/submit-talks-to-spark-summit-eu-2016.html
+++ b/site/news/submit-talks-to-spark-summit-eu-2016.html
@@ -170,6 +170,9 @@ <h2>Call for Presentations for Spark Summit EU is Open</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a0a9ffe607..3a974851e6 100644
--- a/site/news/two-weeks-to-spark-summit-2014.html
+++ b/site/news/two-weeks-to-spark-summit-2014.html
@@ -180,6 +180,9 @@ <h2>Two weeks to Spark Summit 2014</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 fd2c123701..dac30240ba 100644
--- a/site/news/video-from-first-spark-development-meetup.html
+++ b/site/news/video-from-first-spark-development-meetup.html
@@ -170,6 +170,9 @@ <h2>Video up from first Spark development meetup</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -179,9 +182,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/pandas-on-spark/index.html b/site/pandas-on-spark/index.html
index 49fc6adff2..d94f79bf23 100644
--- a/site/pandas-on-spark/index.html
+++ b/site/pandas-on-spark/index.html
@@ -352,6 +352,9 @@ <h2 id="conclusion">Conclusion</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -361,9 +364,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 856f25d145..72d17e1185 100644
--- a/site/powered-by.html
+++ b/site/powered-by.html
@@ -521,6 +521,9 @@ <h2>Companies and organizations</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -530,9 +533,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 7bb2b48ee7..1f38a7a848 100644
--- a/site/release-process.html
+++ b/site/release-process.html
@@ -601,6 +601,9 @@ <h3 id="create-an-announcement">Create an announcement</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -610,9 +613,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4975bf462b..6703be3889 100644
--- a/site/releases/spark-release-0-3.html
+++ b/site/releases/spark-release-0-3.html
@@ -221,6 +221,9 @@ <h3>Other Features</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -230,9 +233,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0bddf68e9b..d317912af3 100644
--- a/site/releases/spark-release-0-5-0.html
+++ b/site/releases/spark-release-0-5-0.html
@@ -193,6 +193,9 @@ <h3>New Hadoop API Support</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -202,9 +205,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 33eedc16f2..364a2fe170 100644
--- a/site/releases/spark-release-0-5-1.html
+++ b/site/releases/spark-release-0-5-1.html
@@ -203,6 +203,9 @@ <h3>EC2 Improvements</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -212,9 +215,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0f997748ef..46aab975a8 100644
--- a/site/releases/spark-release-0-5-2.html
+++ b/site/releases/spark-release-0-5-2.html
@@ -172,6 +172,9 @@ <h2>Spark Release 0.5.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -181,9 +184,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 d028a44935..35633d2694 100644
--- a/site/releases/spark-release-0-6-0.html
+++ b/site/releases/spark-release-0-6-0.html
@@ -247,6 +247,9 @@ <h3>Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -256,9 +259,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 38291cec55..a24107b3ac 100644
--- a/site/releases/spark-release-0-6-1.html
+++ b/site/releases/spark-release-0-6-1.html
@@ -187,6 +187,9 @@ <h2>Spark Release 0.6.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -196,9 +199,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 3cea92f92f..17d2a9e532 100644
--- a/site/releases/spark-release-0-6-2.html
+++ b/site/releases/spark-release-0-6-2.html
@@ -200,6 +200,9 @@ <h2>Spark Release 0.6.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -209,9 +212,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 639fc04dda..15d27ee195 100644
--- a/site/releases/spark-release-0-7-0.html
+++ b/site/releases/spark-release-0-7-0.html
@@ -269,6 +269,9 @@ <h3>Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -278,9 +281,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 f1f848ec64..f2ed87b786 100644
--- a/site/releases/spark-release-0-7-2.html
+++ b/site/releases/spark-release-0-7-2.html
@@ -211,6 +211,9 @@ <h2>Spark Release 0.7.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -220,9 +223,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 45a9336511..494d058ee7 100644
--- a/site/releases/spark-release-0-7-3.html
+++ b/site/releases/spark-release-0-7-3.html
@@ -205,6 +205,9 @@ <h2>Spark Release 0.7.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -214,9 +217,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 3e4e44c190..8aa3f3d43d 100644
--- a/site/releases/spark-release-0-8-0.html
+++ b/site/releases/spark-release-0-8-0.html
@@ -300,6 +300,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -309,9 +312,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 687a3ae60f..17c2d18ecb 100644
--- a/site/releases/spark-release-0-8-1.html
+++ b/site/releases/spark-release-0-8-1.html
@@ -264,6 +264,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -273,9 +276,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 7c374e08a4..be87c0652b 100644
--- a/site/releases/spark-release-0-9-0.html
+++ b/site/releases/spark-release-0-9-0.html
@@ -358,6 +358,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -367,9 +370,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 703b001e6a..09c3aca134 100644
--- a/site/releases/spark-release-0-9-1.html
+++ b/site/releases/spark-release-0-9-1.html
@@ -276,6 +276,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -285,9 +288,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0845175c48..28ae3af710 100644
--- a/site/releases/spark-release-0-9-2.html
+++ b/site/releases/spark-release-0-9-2.html
@@ -249,6 +249,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -258,9 +261,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 77ac438718..660c3a13d7 100644
--- a/site/releases/spark-release-1-0-0.html
+++ b/site/releases/spark-release-1-0-0.html
@@ -342,6 +342,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -351,9 +354,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ba57ef17ac..2cb892443f 100644
--- a/site/releases/spark-release-1-0-1.html
+++ b/site/releases/spark-release-1-0-1.html
@@ -300,6 +300,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -309,9 +312,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 7f9f8e1dc2..8ecc9cb002 100644
--- a/site/releases/spark-release-1-0-2.html
+++ b/site/releases/spark-release-1-0-2.html
@@ -257,6 +257,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -266,9 +269,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 cd3bf0b15a..1267534a66 100644
--- a/site/releases/spark-release-1-1-0.html
+++ b/site/releases/spark-release-1-1-0.html
@@ -393,6 +393,9 @@ <h3 id="contributors">Contributors:</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -402,9 +405,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a462071ba6..3848f5ed4e 100644
--- a/site/releases/spark-release-1-1-1.html
+++ b/site/releases/spark-release-1-1-1.html
@@ -279,6 +279,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -288,9 +291,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b045b31ab0..9b5585a0c4 100644
--- a/site/releases/spark-release-1-2-0.html
+++ b/site/releases/spark-release-1-2-0.html
@@ -407,6 +407,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -416,9 +419,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 5ca83d761e..6d7063ec67 100644
--- a/site/releases/spark-release-1-2-1.html
+++ b/site/releases/spark-release-1-2-1.html
@@ -279,6 +279,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -288,9 +291,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0b6cb10edf..dbe1645e15 100644
--- a/site/releases/spark-release-1-2-2.html
+++ b/site/releases/spark-release-1-2-2.html
@@ -239,6 +239,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -248,9 +251,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c5f3dd8768..3703948930 100644
--- a/site/releases/spark-release-1-3-0.html
+++ b/site/releases/spark-release-1-3-0.html
@@ -384,6 +384,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -393,9 +396,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9e2c44ea72..76a3425b73 100644
--- a/site/releases/spark-release-1-3-1.html
+++ b/site/releases/spark-release-1-3-1.html
@@ -271,6 +271,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -280,9 +283,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6a8f121446..746b5091e7 100644
--- a/site/releases/spark-release-1-4-0.html
+++ b/site/releases/spark-release-1-4-0.html
@@ -498,6 +498,9 @@ <h4 id="contributors">Contributors</h4>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -507,9 +510,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ed905b014e..b46812e16b 100644
--- a/site/releases/spark-release-1-4-1.html
+++ b/site/releases/spark-release-1-4-1.html
@@ -303,6 +303,9 @@ <h3 id="contributors">Contributors</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -312,9 +315,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 45a807e266..1ab4217b5b 100644
--- a/site/releases/spark-release-1-5-0.html
+++ b/site/releases/spark-release-1-5-0.html
@@ -436,6 +436,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -445,9 +448,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 5ed0b0e429..e7d64428a4 100644
--- a/site/releases/spark-release-1-5-1.html
+++ b/site/releases/spark-release-1-5-1.html
@@ -175,6 +175,9 @@ <h2>Spark Release 1.5.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -184,9 +187,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0b3b3457b5..aa6512598f 100644
--- a/site/releases/spark-release-1-5-2.html
+++ b/site/releases/spark-release-1-5-2.html
@@ -174,6 +174,9 @@ <h2>Spark Release 1.5.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a6831df8f3..c5e307c056 100644
--- a/site/releases/spark-release-1-6-0.html
+++ b/site/releases/spark-release-1-6-0.html
@@ -312,6 +312,9 @@ <h2 id="credits">Credits</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -321,9 +324,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 476395c48d..a0e155918e 100644
--- a/site/releases/spark-release-1-6-1.html
+++ b/site/releases/spark-release-1-6-1.html
@@ -174,6 +174,9 @@ <h2>Spark Release 1.6.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2c9b0502df..36eb7827e2 100644
--- a/site/releases/spark-release-1-6-2.html
+++ b/site/releases/spark-release-1-6-2.html
@@ -174,6 +174,9 @@ <h2>Spark Release 1.6.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 acf4064010..9d39e9ac5b 100644
--- a/site/releases/spark-release-1-6-3.html
+++ b/site/releases/spark-release-1-6-3.html
@@ -174,6 +174,9 @@ <h2>Spark Release 1.6.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2de05c13d7..08bca7d021 100644
--- a/site/releases/spark-release-2-0-0.html
+++ b/site/releases/spark-release-2-0-0.html
@@ -408,6 +408,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -417,9 +420,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c456b3e89b..0c493b2199 100644
--- a/site/releases/spark-release-2-0-1.html
+++ b/site/releases/spark-release-2-0-1.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.0.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 d2e92862d8..42ddc2c25c 100644
--- a/site/releases/spark-release-2-0-2.html
+++ b/site/releases/spark-release-2-0-2.html
@@ -176,6 +176,9 @@ <h2>Spark Release 2.0.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 f9593f3df3..ed3c057400 100644
--- a/site/releases/spark-release-2-1-0.html
+++ b/site/releases/spark-release-2-1-0.html
@@ -320,6 +320,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -329,9 +332,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c3405a6cce..8b6c4becd9 100644
--- a/site/releases/spark-release-2-1-1.html
+++ b/site/releases/spark-release-2-1-1.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.1.1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 862a658e83..54d2feee79 100644
--- a/site/releases/spark-release-2-1-2.html
+++ b/site/releases/spark-release-2-1-2.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.1.2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 19ae3db30b..75ec6ca59a 100644
--- a/site/releases/spark-release-2-1-3.html
+++ b/site/releases/spark-release-2-1-3.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.1.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a9957e74e4..32febf08e0 100644
--- a/site/releases/spark-release-2-2-0.html
+++ b/site/releases/spark-release-2-2-0.html
@@ -386,6 +386,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -395,9 +398,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 e6e94e1219..e8d804659a 100644
--- a/site/releases/spark-release-2-2-1.html
+++ b/site/releases/spark-release-2-2-1.html
@@ -184,6 +184,9 @@ <h3 id="changes-of-behavior">Changes of behavior</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -193,9 +196,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4526bd4097..049d4c4d96 100644
--- a/site/releases/spark-release-2-2-2.html
+++ b/site/releases/spark-release-2-2-2.html
@@ -176,6 +176,9 @@ <h3 id="changes-of-behavior">Changes of behavior</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4abc490cfe..5370971a68 100644
--- a/site/releases/spark-release-2-2-3.html
+++ b/site/releases/spark-release-2-2-3.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.2.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 66653418ec..b62a753e6e 100644
--- a/site/releases/spark-release-2-3-0.html
+++ b/site/releases/spark-release-2-3-0.html
@@ -396,6 +396,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -405,9 +408,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c08d7ac0bf..b654ba71c6 100644
--- a/site/releases/spark-release-2-3-1.html
+++ b/site/releases/spark-release-2-3-1.html
@@ -184,6 +184,9 @@ <h3 id="changes-of-behavior">Changes of behavior</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -193,9 +196,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 7481e33273..220ff57adb 100644
--- a/site/releases/spark-release-2-3-2.html
+++ b/site/releases/spark-release-2-3-2.html
@@ -184,6 +184,9 @@ <h3 id="know-issues">Know issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -193,9 +196,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 224d6bbd35..e49c514946 100644
--- a/site/releases/spark-release-2-3-3.html
+++ b/site/releases/spark-release-2-3-3.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.3.3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 75351eb223..8ffd8c9e34 100644
--- a/site/releases/spark-release-2-3-4.html
+++ b/site/releases/spark-release-2-3-4.html
@@ -174,6 +174,9 @@ <h2>Spark Release 2.3.4</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 72f65064bb..a1776a1f20 100644
--- a/site/releases/spark-release-2-4-0.html
+++ b/site/releases/spark-release-2-4-0.html
@@ -402,6 +402,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -411,9 +414,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 5ff3bce2be..ff3cc4aa03 100644
--- a/site/releases/spark-release-2-4-1.html
+++ b/site/releases/spark-release-2-4-1.html
@@ -212,6 +212,9 @@ <h3 id="known-issue">Known issue</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -221,9 +224,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2b2e774b96..f6e8e22357 100644
--- a/site/releases/spark-release-2-4-2.html
+++ b/site/releases/spark-release-2-4-2.html
@@ -184,6 +184,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -193,9 +196,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ddae5513ab..fb9454464d 100644
--- a/site/releases/spark-release-2-4-3.html
+++ b/site/releases/spark-release-2-4-3.html
@@ -182,6 +182,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -191,9 +194,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9fa9994091..27148c59a9 100644
--- a/site/releases/spark-release-2-4-4.html
+++ b/site/releases/spark-release-2-4-4.html
@@ -188,6 +188,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -197,9 +200,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6ed4773b68..ef38b5d79e 100644
--- a/site/releases/spark-release-2-4-5.html
+++ b/site/releases/spark-release-2-4-5.html
@@ -202,6 +202,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -211,9 +214,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c1375fa67e..67fd1410ac 100644
--- a/site/releases/spark-release-2-4-6.html
+++ b/site/releases/spark-release-2-4-6.html
@@ -210,6 +210,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -219,9 +222,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2077443527..7ddd0d1891 100644
--- a/site/releases/spark-release-2-4-7.html
+++ b/site/releases/spark-release-2-4-7.html
@@ -252,6 +252,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -261,9 +264,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 21db8b1961..f8b72b2cef 100644
--- a/site/releases/spark-release-2-4-8.html
+++ b/site/releases/spark-release-2-4-8.html
@@ -253,6 +253,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -262,9 +265,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 c4a0ffb6d2..bc31e7b608 100644
--- a/site/releases/spark-release-3-0-0.html
+++ b/site/releases/spark-release-3-0-0.html
@@ -562,6 +562,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -571,9 +574,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 f57a2dfa5a..3a1e80583f 100644
--- a/site/releases/spark-release-3-0-1.html
+++ b/site/releases/spark-release-3-0-1.html
@@ -211,6 +211,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -220,9 +223,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 118727f9c9..7feda95422 100644
--- a/site/releases/spark-release-3-0-2.html
+++ b/site/releases/spark-release-3-0-2.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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -230,9 +233,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 daa6952a52..1e8f50599d 100644
--- a/site/releases/spark-release-3-0-3.html
+++ b/site/releases/spark-release-3-0-3.html
@@ -238,6 +238,9 @@ <h3 id="known-issues">Known issues</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -247,9 +250,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b3abaf3dea..897428f3b9 100644
--- a/site/releases/spark-release-3-1-1.html
+++ b/site/releases/spark-release-3-1-1.html
@@ -599,6 +599,9 @@ <h2 id="credits">Credits</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -608,9 +611,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 bfa424e989..ce990c0318 100644
--- a/site/releases/spark-release-3-1-2.html
+++ b/site/releases/spark-release-3-1-2.html
@@ -286,6 +286,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -295,9 +298,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 b1dbe86a23..686f6de8ca 100644
--- a/site/releases/spark-release-3-1-3.html
+++ b/site/releases/spark-release-3-1-3.html
@@ -200,6 +200,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -209,9 +212,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 4cad2365ba..2e4e502e57 100644
--- a/site/releases/spark-release-3-2-0.html
+++ b/site/releases/spark-release-3-2-0.html
@@ -572,6 +572,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -581,9 +584,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 bab46cae16..c5ba6be4f6 100644
--- a/site/releases/spark-release-3-2-1.html
+++ b/site/releases/spark-release-3-2-1.html
@@ -205,6 +205,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -214,9 +217,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 6d98d36363..13c70b47a3 100644
--- a/site/releases/spark-release-3-2-2.html
+++ b/site/releases/spark-release-3-2-2.html
@@ -280,6 +280,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -289,9 +292,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 25adbb0b4d..e291f25cbc 100644
--- a/site/releases/spark-release-3-2-3.html
+++ b/site/releases/spark-release-3-2-3.html
@@ -253,6 +253,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -262,9 +265,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9c6aa04df2..7838182f16 100644
--- a/site/releases/spark-release-3-2-4.html
+++ b/site/releases/spark-release-3-2-4.html
@@ -215,6 +215,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -224,9 +227,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 9fbdedbd36..d7120fe7a3 100644
--- a/site/releases/spark-release-3-3-0.html
+++ b/site/releases/spark-release-3-3-0.html
@@ -752,6 +752,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -761,9 +764,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 7867f392d8..48586f5774 100644
--- a/site/releases/spark-release-3-3-1.html
+++ b/site/releases/spark-release-3-3-1.html
@@ -262,6 +262,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -271,9 +274,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 a7c51a285b..ca5936209f 100644
--- a/site/releases/spark-release-3-3-2.html
+++ b/site/releases/spark-release-3-3-2.html
@@ -339,6 +339,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -348,9 +351,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-3-3.html b/site/releases/spark-release-3-3-3.html
index d692d95e0b..3b05022323 100644
--- a/site/releases/spark-release-3-3-3.html
+++ b/site/releases/spark-release-3-3-3.html
@@ -194,6 +194,9 @@ <h3 id="notable-changes">Notable changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -203,9 +206,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-3-4.html b/site/releases/spark-release-3-3-4.html
index 373e9402a9..bf8be16663 100644
--- a/site/releases/spark-release-3-3-4.html
+++ b/site/releases/spark-release-3-3-4.html
@@ -221,6 +221,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -230,9 +233,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 88607532a0..e1027fabef 100644
--- a/site/releases/spark-release-3-4-0.html
+++ b/site/releases/spark-release-3-4-0.html
@@ -580,6 +580,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -589,9 +592,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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
index dc2ace39ee..c93382002d 100644
--- a/site/releases/spark-release-3-4-1.html
+++ b/site/releases/spark-release-3-4-1.html
@@ -267,6 +267,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -276,9 +279,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-4-2.html b/site/releases/spark-release-3-4-2.html
index 2062f1ef1b..e8c9c7afa1 100644
--- a/site/releases/spark-release-3-4-2.html
+++ b/site/releases/spark-release-3-4-2.html
@@ -263,6 +263,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -272,9 +275,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-4-3.html b/site/releases/spark-release-3-4-3.html
index cb0f608626..466c6116da 100644
--- a/site/releases/spark-release-3-4-3.html
+++ b/site/releases/spark-release-3-4-3.html
@@ -241,6 +241,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -250,9 +253,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-0.html b/site/releases/spark-release-3-5-0.html
index 9cb9ff0fc6..a790c81a11 100644
--- a/site/releases/spark-release-3-5-0.html
+++ b/site/releases/spark-release-3-5-0.html
@@ -549,6 +549,9 @@ <h3 id="credits">Credits</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -558,9 +561,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-1.html b/site/releases/spark-release-3-5-1.html
index e7be51d332..ab5e8a1127 100644
--- a/site/releases/spark-release-3-5-1.html
+++ b/site/releases/spark-release-3-5-1.html
@@ -309,6 +309,9 @@ <h3 id="dependency-changes">Dependency Changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -318,9 +321,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-2.html b/site/releases/spark-release-3-5-2.html
index 0a68ed4982..07942d8c6d 100644
--- a/site/releases/spark-release-3-5-2.html
+++ b/site/releases/spark-release-3-5-2.html
@@ -316,6 +316,9 @@ <h3 id="dependency-changes">Dependency changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -325,9 +328,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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-3-5-3.html b/site/releases/spark-release-3-5-3.html
index 3e1922562c..87b73f764e 100644
--- a/site/releases/spark-release-3-5-3.html
+++ b/site/releases/spark-release-3-5-3.html
@@ -213,6 +213,9 @@ <h3 id="dependency-changes">Dependency changes</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -222,9 +225,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/research.html b/site/research.html
index 6d6cd3ce6a..5019d294ff 100644
--- a/site/research.html
+++ b/site/research.html
@@ -218,6 +218,9 @@ <h2>Spark Research</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -227,9 +230,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 8516e213a5..558771d1ef 100644
--- a/site/screencasts/1-first-steps-with-spark.html
+++ b/site/screencasts/1-first-steps-with-spark.html
@@ -180,6 +180,9 @@ <h2>First Steps with Spark - Screencast #1</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 e91dff0f85..a2307fc67c 100644
--- a/site/screencasts/2-spark-documentation-overview.html
+++ b/site/screencasts/2-spark-documentation-overview.html
@@ -180,6 +180,9 @@ <h2>Spark Documentation Overview – Screencast #2</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -189,9 +192,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 ac76321360..c445e7e521 100644
--- a/site/screencasts/3-transformations-and-caching.html
+++ b/site/screencasts/3-transformations-and-caching.html
@@ -176,6 +176,9 @@ <h2>Transformations and Caching - Spark Screencast #3</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -185,9 +188,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 0188484e85..cb791a7ccc 100644
--- a/site/screencasts/4-a-standalone-job-in-spark.html
+++ b/site/screencasts/4-a-standalone-job-in-spark.html
@@ -174,6 +174,9 @@ <h2>A Standalone Job in Scala - Spark Screencast #4</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -183,9 +186,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2e01b8bf2a..f927fbaac3 100644
--- a/site/screencasts/index.html
+++ b/site/screencasts/index.html
@@ -202,6 +202,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -211,9 +214,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 108c0cf7fd..19cb70944a 100644
--- a/site/security.html
+++ b/site/security.html
@@ -681,6 +681,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -690,9 +693,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 2a2b3880f6..d40ee47a5b 100644
--- a/site/sitemap.xml
+++ b/site/sitemap.xml
@@ -143,6 +143,10 @@
   <priority>1.0</priority>
 </url>
 <!-- Auto-generate sitemap for rest of site content -->
+<url>
+  <loc>https://spark.apache.org/news/spark-4.0.0-preview2.html</loc>
+  <changefreq>weekly</changefreq>
+</url>
 <url>
   <loc>https://spark.apache.org/releases/spark-release-3-5-3.html</loc>
   <changefreq>weekly</changefreq>
diff --git a/site/spark-connect/index.html b/site/spark-connect/index.html
index 6f23a511ae..6fcbff6b57 100644
--- a/site/spark-connect/index.html
+++ b/site/spark-connect/index.html
@@ -305,6 +305,9 @@ <h2 id="conclusion">Conclusion</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -314,9 +317,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>
diff --git a/site/sql/index.html b/site/sql/index.html
index fc8dd2de2e..fc0882cf01 100644
--- a/site/sql/index.html
+++ b/site/sql/index.html
@@ -316,6 +316,9 @@ <h3>Getting started</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -325,9 +328,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 1014418c41..8aa25936b4 100644
--- a/site/streaming/index.html
+++ b/site/streaming/index.html
@@ -258,6 +258,9 @@ <h3>Community</h3>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -267,9 +270,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 832dad70f8..9041fc3a7a 100644
--- a/site/third-party-projects.html
+++ b/site/third-party-projects.html
@@ -268,6 +268,9 @@ <h2 id="adding-new-projects">Adding new projects</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -277,9 +280,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 f16b33c942..4e9ad9f610 100644
--- a/site/trademarks.html
+++ b/site/trademarks.html
@@ -220,6 +220,9 @@ <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-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -229,9 +232,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</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 df12fe32a7..75f1a2e772 100644
--- a/site/versioning-policy.html
+++ b/site/versioning-policy.html
@@ -322,6 +322,9 @@ <h2>Maintenance releases and EOL</h2>
         <h5>Latest News</h5>
         <ul class="list-unstyled">
           
+          <li><a href="/news/spark-4.0.0-preview2.html">Preview release of Spark 4.0</a>
+            <span class="small">(Sep 26, 2024)</span></li>
+          
           <li><a href="/news/spark-3-5-3-released.html">Spark 3.5.3 released</a>
             <span class="small">(Sep 24, 2024)</span></li>
           
@@ -331,9 +334,6 @@ <h5>Latest News</h5>
           <li><a href="/news/spark-4.0.0-preview1.html">Preview release of Spark 4.0</a>
             <span class="small">(Jun 03, 2024)</span></li>
           
-          <li><a href="/news/spark-3-4-3-released.html">Spark 3.4.3 released</a>
-            <span class="small">(Apr 18, 2024)</span></li>
-          
         </ul>
         <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
       </div>