diff --git a/src/css/header.css b/src/css/header.css
index b4625b9e..b29d0b66 100644
--- a/src/css/header.css
+++ b/src/css/header.css
@@ -102,6 +102,10 @@ body {
   display: none;
 }
 
+.navbar .navbar-grow {
+  flex-grow: 1;
+}
+
 @media screen and (min-width: 1024px) {
   .navbar-end > .navbar-item,
   .navbar-end .navbar-link {
diff --git a/src/css/toc-ad.css b/src/css/toc-ad.css
index 9fd12445..0a19479b 100644
--- a/src/css/toc-ad.css
+++ b/src/css/toc-ad.css
@@ -1,6 +1,6 @@
 .toc .toc-ad {
   border: 1px solid #e2e3e5;
-  padding: 24px 16px 48px;
+  padding: 24px 24px 18px 18px;
   border-radius: 12px;
   margin: 2rem -0.5rem 0;
   background: #fff url(../img/ad-blob.svg) no-repeat bottom right;
@@ -13,8 +13,9 @@
   color: #1a1b1d;
 }
 
-.toc .toc-ad a:active {
-  background-color: var(--color-white) !important;
+.toc .toc-ad a:active,
+.toc .toc-ad a:focus {
+  background-color: transparent !important;
 }
 
 .toc .toc-ad .toc-ad-icon {
@@ -35,19 +36,21 @@
 
 .toc .toc-ad .toc-ad-title {
   color: rgba(var(--colors-neutral-75));
-  font-size: 18px;
+  font-size: 16px;
   margin: 12px 0 !important;
   padding: 0 !important;
+  font-weight: 600;
 }
 
 .toc .toc-ad-description {
   color: rgba(var(--colors-neutral-75));
-  margin-top: 0;
+  margin: 12px 0 18px;
+  font-size: 14px;
 }
 
 .toc .toc-ad-underline {
   color: rgba(var(--colors-baltic-50));
-  font-weight: bold;
+  font-weight: 600;
 }
 
 .toc .toc-ad-underline-button,
@@ -56,8 +59,8 @@
   background-color: rgba(var(--colors-baltic-50));
   color: var(--color-white);
   display: inline-block;
-  font-weight: bold;
   padding: 8px 24px;
+  font-weight: 600;
 }
 
 .doc .ad {
diff --git a/src/img/ad-blob.svg b/src/img/ad-blob.svg
index af6f5eb2..e7c87ebc 100644
--- a/src/img/ad-blob.svg
+++ b/src/img/ad-blob.svg
@@ -1,3 +1,3 @@
-<svg width="274" height="282" viewBox="0 0 274 282" fill="none" xmlns="http://www.w3.org/2000/svg">
-  <path d="M291.827 98.7562C289.747 101.984 287.761 105.279 286.003 108.694C276.095 127.92 270.193 146.726 273.043 166.723C279.518 212.148 323.891 226.736 331.304 265.68C336.256 300.424 312.157 332.625 277.481 337.605C240.385 343.531 212.643 302.295 165.89 309.009C117.338 315.983 104.031 363.111 66.7576 367.873C32.0813 372.853 -0.045637 348.724 -4.99756 313.98C-9.94949 279.236 14.1484 247.032 48.8247 242.052C85.9208 236.126 113.037 277.452 160.415 270.647C205.906 262.526 241.143 217.043 234.755 172.226C227.778 123.276 180.796 110.274 176.063 72.9282C171.111 38.1846 195.209 5.98023 229.885 1.00001C283.233 -7.06072 321.26 53.0869 291.827 98.7562Z" fill="#F5F6F6"/>
+<svg width="236" height="228" viewBox="0 0 236 228" fill="none" xmlns="http://www.w3.org/2000/svg">
+  <path d="M274.195 32.0463C272.115 35.2741 270.129 38.5695 268.371 41.9838C258.463 61.2098 252.561 80.0156 255.412 100.013C261.886 145.438 306.26 160.026 313.672 198.971C318.624 233.714 294.525 265.915 259.849 270.895C222.753 276.821 195.011 235.585 148.259 242.3C99.7066 249.273 86.3989 296.401 49.1258 301.163C14.4495 306.143 -17.6775 282.014 -22.6294 247.27C-27.5813 212.527 -3.48348 180.322 31.1928 175.342C68.289 169.416 95.4056 210.742 142.783 203.938C188.274 195.816 223.511 150.333 217.123 105.516C210.147 56.5659 163.164 43.564 158.431 6.21827C153.479 -28.5253 177.577 -60.7297 212.253 -65.7099C265.601 -73.7706 303.628 -13.623 274.195 32.0463Z" fill="#F5F6F6"/>
   </svg>
diff --git a/src/partials/header-content.hbs b/src/partials/header-content.hbs
index e5571a0d..b5c841c8 100644
--- a/src/partials/header-content.hbs
+++ b/src/partials/header-content.hbs
@@ -99,7 +99,11 @@
       {{#if (eq page.attributes.theme 'cheat-sheet') }}
       <div class="navbar-start">
         <span class="navbar-link">
-          <a href="/docs/cypher-manual/{{this.displayVersion}}" class="project-link external">Cypher documentation</a>
+          <a href="/docs/cypher-manual/{{this.displayVersion}}" target="_blank" class="project-link external">Cypher documentation</a>
+        </span>
+        <span class="navbar-grow"></span>
+        <span class="navbar-link">
+          <a href="https://graphacademy.neo4j.com/?ref=cypher-cheat-sheet" target="_blank" class="project-link external">Hands-on training with Neo4j GraphAcademy</a>
         </span>
       </div>
       {{else}}
diff --git a/src/partials/navbar-end.hbs b/src/partials/navbar-end.hbs
index 2659a0f0..0e1e3fc2 100644
--- a/src/partials/navbar-end.hbs
+++ b/src/partials/navbar-end.hbs
@@ -247,6 +247,7 @@
               <ul class="project-links">
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/neo4j-fundamentals/?ref=docs-nav">Neo4j Fundamentals</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/cypher-fundamentals/?ref=docs-nav">Cypher Fundamentals</a></li>
+                <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/importing-fundamentals/?ref=docs-nav">Importing Data Fundamentals</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/importing-csv-data/?ref=docs-nav">Importing CSV Data</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/modeling-fundamentals/?ref=docs-nav">Graph Data Modeling</a></li>
               </ul>
@@ -256,7 +257,6 @@
               <ul class="project-links">
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/gds-product-introduction/?ref=docs-nav">Into to Graph Data Science</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/graph-data-science-fundamentals/?ref=docs-nav">Graph Data Science Fundamentals</a></li>
-                <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/gds-community-detection/?ref=docs-nav">Community Detection</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/gds-shortest-paths/?ref=docs-nav">Path Finding</a></li>
               </ul>
             </div>
@@ -264,6 +264,7 @@
               <a class="project-name" href="https://graphacademy.neo4j.com/categories/llms/?ref=docs-nav" target="_blank">Generative AI Courses</a>
               <ul class="project-links">
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/llm-fundamentals/?ref=docs-nav">Neo4j &amp; LLM Fundamentals</a></li>
+                <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/llm-vectors-unstructured//?ref=docs-nav">Vector Indexes &amp; Unstructured Data</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/llm-chatbot-python/?ref=docs-nav">Build a Chatbot with Python</a></li>
                 <li><a class="project-link" href="https://graphacademy.neo4j.com/courses/llm-chatbot-typescript/?ref=docs-nav">Build a Chatbot with TypeScript</a></li>
               </ul>