diff --git a/docs/site/home/benefits-use-cases.html b/docs/site/home/benefits-use-cases.html
index 9a6a5f2959e..a8bab59631f 100644
--- a/docs/site/home/benefits-use-cases.html
+++ b/docs/site/home/benefits-use-cases.html
@@ -19,10 +19,26 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+    <meta name="robots" content="index, follow">
     <link href="img/favicon.png" rel="shortcut icon"/>
-    <title>Apache TinkerPop: Benefits and Use Cases</title>
-    <meta name="description" content="">
-    <meta name="keywords" content="">
+    <title>Graph Database Benefits &amp; Use Cases | Apache TinkerPop</title>
+    <meta name="description" content="Graph database advantages for social networks, fraud detection, and recommendation engines. Discover how graph computing solves complex relationship challenges.">
+    <meta name="keywords" content="graph database, use cases, relationships, TinkerPop">
+    <link rel="canonical" href="https://tinkerpop.apache.org/benefits-use-cases.html">
+    
+    <!-- Open Graph / Facebook -->
+    <meta property="og:type" content="website">
+    <meta property="og:url" content="https://tinkerpop.apache.org/benefits-use-cases.html">
+    <meta property="og:title" content="Graph Database Benefits &amp; Use Cases | Apache TinkerPop">
+    <meta property="og:description" content="Graph database advantages for social networks, fraud detection, and recommendation engines. Discover how graph computing solves complex relationship challenges.">
+    <meta property="og:image" content="https://tinkerpop.apache.org/img/use-cases/bg.png">
+
+    <!-- Twitter -->
+    <meta name="twitter:card" content="summary_large_image">
+    <meta name="twitter:site" content="@apachetinkerpop">
+    <meta name="twitter:title" content="Graph Database Benefits &amp; Use Cases | Apache TinkerPop">
+    <meta name="twitter:description" content="Graph database advantages for social networks, fraud detection, and recommendation engines. Discover how graph computing solves complex relationship challenges.">
+    <meta name="twitter:image" content="https://tinkerpop.apache.org/img/use-cases/bg.png">
     <link href="css/bootstrap.min.css" rel="stylesheet">
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@@ -46,6 +62,110 @@
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+              }
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 </head>
 <body>
 <!-- header -->
@@ -54,7 +174,7 @@
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             <div class="container-fluid">
                 <a class="navbar-brand" href="index.html">
-                    <img src="img/logo.png" class="img-fluid" alt="img">
+                    <img src="img/logo.png" class="img-fluid" alt="Apache TinkerPop Graph Computing Framework Logo">
                 </a>
                 <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
                         data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent"
@@ -183,7 +303,7 @@
 
 <!-- hero -->
 <div class="container hero-inner">
-    <img src="img/use-cases/bg.png" class="img-fluid w-100" alt="img">
+    <img src="img/use-cases/bg.png" class="img-fluid w-100" alt="TinkerPop Use Cases Banner">
 </div>
 
 <!-- Content -->
@@ -194,7 +314,7 @@
                 <h1 class="ft-40 bold black mb-3 md-md-5">Benefits & Use Cases</h1>
             </div>
             <div class="col-lg-6 mb-4 md-lg-0">
-                <img src="img/use-cases/gremlin-main.png" class="img-fluid w-100" alt="img">
+                <img src="img/use-cases/gremlin-main.png" class="img-fluid w-100" alt="TinkerPop Gremlin">
             </div>
             <div class="col-lg-6 ">
                 <div class="use-case-page-pl-3">
@@ -232,7 +352,7 @@ <h2 class="ft-30 bold black mb-4">Use Cases</h2>
             </div>
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/network.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/network.png" class="img-fluid mb-3" alt="Social Networks Icon">
                     <h3 class="ft-18 bold text-blue">Social Networks</h3>
                     <p>Unleash the power of a social network by using relationships between individuals to infer and
                         recommend connections.</p>
@@ -241,7 +361,7 @@ <h3 class="ft-18 bold text-blue">Social Networks</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/fraud.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/fraud.png" class="img-fluid mb-3" alt="Fraud Detection Icon">
                     <h3 class="ft-18 bold text-blue">Fraud Detection</h3>
                     <p>Leverage the connections inherent in a financial transaction to provide real-time analysis and
                         detection for known fraudulent patterns of activity.</p>
@@ -250,7 +370,7 @@ <h3 class="ft-18 bold text-blue">Fraud Detection</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/knowledge.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/knowledge.png" class="img-fluid mb-3" alt="Knowledge Graphs Icon">
                     <h3 class="ft-18 bold text-blue">Knowledge Graphs</h3>
                     <p>Unite disperate data sources and data silos to provide contextually relevant information to
                         queries.</p>
@@ -259,7 +379,7 @@ <h3 class="ft-18 bold text-blue">Knowledge Graphs</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/recommendation.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/recommendation.png" class="img-fluid mb-3" alt="Recommendation Engines Icon">
                     <h3 class="ft-18 bold text-blue">Recommendation Engines</h3>
                     <p>Provide real-time personalized recommendations for products, services and content by utilizing
                         connections within data.</p>
@@ -268,7 +388,7 @@ <h3 class="ft-18 bold text-blue">Recommendation Engines</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/identify.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/identify.png" class="img-fluid mb-3" alt="Identity and Access Management Icon">
                     <h3 class="ft-18 bold text-blue">Identity/Access Management</h3>
                     <p>Effectively and effciently track user activity and access using a graph of assets and
                         relationships.</p>
@@ -277,7 +397,7 @@ <h3 class="ft-18 bold text-blue">Identity/Access Management</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/360-view.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/360-view.png" class="img-fluid mb-3" alt="Customer 360 View Icon">
                     <h3 class="ft-18 bold text-blue">Customer 360</h3>
                     <p>Leverage disconnected data sources to provide a holisitic 360 degree view of customer
                         interactons</p>
@@ -285,7 +405,7 @@ <h3 class="ft-18 bold text-blue">Customer 360</h3>
             </div>
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/master-data.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/master-data.png" class="img-fluid mb-3" alt="Master Data Management Icon">
                     <h3 class="ft-18 bold text-blue">Master Data Management</h3>
                     <p>Organize and provide access to canonical master data by combining data in a schemaless and
                         flexible manner.</p>
@@ -295,7 +415,7 @@ <h3 class="ft-18 bold text-blue">Master Data Management</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/supply-chain.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/supply-chain.png" class="img-fluid mb-3" alt="Supply Chain Management Icon">
                     <h3 class="ft-18 bold text-blue">Supply Chain Management</h3>
                     <p>Manage and visualize complex interconnected supply chains to identify optimizations and assess
                         risk.</p>
@@ -305,7 +425,7 @@ <h3 class="ft-18 bold text-blue">Supply Chain Management</h3>
 
             <div class="col-md-4">
                 <div class="uc-box">
-                    <img src="img/use-cases/compliant.png" class="img-fluid mb-3" alt="img">
+                    <img src="img/use-cases/compliant.png" class="img-fluid mb-3" alt="Compliance Icon">
                     <h3 class="ft-18 bold text-blue">Compliance</h3>
                     <p>Ensure effective compliance by examining and evaluating entities against a network of applicable
                         interconnected regulations.</p>
@@ -326,7 +446,7 @@ <h3 class="ft-18 bold text-blue">Compliance</h3>
                 <div class="ju-box">
                     <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <p class="bold">Join us on our Discord Server</p>
-                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="img"></a>
+                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="TinkerPop Discord invitation"></a>
                 </div>
             </div>
         </div>
@@ -342,11 +462,11 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <div class="bold ft-25">Apache TinkerPop™</div>
                     <p class="mt-2 mb-4">Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP).</p>
                     <ul class="list-unstyled list-inline hover-op-low">
-                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="img"></a></li>
+                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="TinkerPop Discord"></a></li>
+                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="TinkerPop GitHub"></a></li>
+                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="TinkerPop Twitch"></a></li>
+                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="TinkerPop Twitter"></a></li>
+                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="TinkerPop YouTube"></a></li>
                     </ul>
                 </div>
                 <div class="col-md-4 ft-links">
diff --git a/docs/site/home/community.html b/docs/site/home/community.html
index d7697916498..49d1d1c8c33 100644
--- a/docs/site/home/community.html
+++ b/docs/site/home/community.html
@@ -18,10 +18,26 @@
     <meta charset=utf-8>
     <meta http-equiv="X-UA-Compatible" content="IE=edge">
     <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+    <meta name="robots" content="index, follow">
     <link href="img/favicon.png" rel="shortcut icon"/>
-    <title>Apache TinkerPop: Community</title>
-    <meta name="description" content="">
-    <meta name="keywords" content="">
+    <title>Graph Computing Community | Apache TinkerPop</title>
+    <meta name="description" content="Join the Apache TinkerPop community to collaborate on graph technology. Connect with developers and contribute to the open-source graph ecosystem.">
+    <meta name="keywords" content="graph community, TinkerPop, open source, developers">
+    <link rel="canonical" href="https://tinkerpop.apache.org/community.html">
+    
+    <!-- Open Graph / Facebook -->
+    <meta property="og:type" content="website">
+    <meta property="og:url" content="https://tinkerpop.apache.org/community.html">
+    <meta property="og:title" content="Graph Computing Community | Apache TinkerPop">
+    <meta property="og:description" content="Join the Apache TinkerPop community to collaborate on graph technology. Connect with developers and contribute to the open-source graph ecosystem.">
+    <meta property="og:image" content="https://tinkerpop.apache.org/img/community/community-banner.png">
+
+    <!-- Twitter -->
+    <meta name="twitter:card" content="summary_large_image">
+    <meta name="twitter:site" content="@apachetinkerpop">
+    <meta name="twitter:title" content="Graph Computing Community | Apache TinkerPop">
+    <meta name="twitter:description" content="Join the Apache TinkerPop community to collaborate on graph technology. Connect with developers and contribute to the open-source graph ecosystem.">
+    <meta name="twitter:image" content="https://tinkerpop.apache.org/img/community/community-banner.png">
     <link href="css/bootstrap.min.css" rel="stylesheet">
     <link href="css/font-awesome.css" rel="stylesheet"/>
     <link href="css/custome.css" rel="stylesheet">
@@ -46,6 +62,114 @@
         })();
     </script>
     <!-- End Matomo Code -->
+    
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+          "@type": "Organization",
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+            "width": 280,
+            "height": 60
+          },
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+        },
+        {
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+          "url": "https://tinkerpop.apache.org/",
+          "name": "Apache TinkerPop",
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+        },
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+            "@id": "https://tinkerpop.apache.org/#website"
+          },
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+            "@id": "https://tinkerpop.apache.org/#organization"
+          },
+          "description": "Join the Apache TinkerPop community to collaborate on graph database technology. Connect with developers, find resources, and contribute to the open-source graph computing ecosystem."
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+        {
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+              "@type": "ListItem",
+              "position": 1,
+              "item": {
+                "@type": "WebPage",
+                "@id": "https://tinkerpop.apache.org/",
+                "url": "https://tinkerpop.apache.org/",
+                "name": "Home"
+              }
+            },
+            {
+              "@type": "ListItem",
+              "position": 2,
+              "item": {
+                "@type": "WebPage",
+                "@id": "https://tinkerpop.apache.org/community.html",
+                "url": "https://tinkerpop.apache.org/community.html",
+                "name": "Community"
+              }
+            }
+          ]
+        },
+        {
+          "@type": "FAQPage",
+          "@id": "https://tinkerpop.apache.org/community.html#faqpage",
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+            {
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+              "name": "What programming languages are supported by TinkerPop?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "Apache TinkerPop officially supports Java, Groovy, Python, .NET (C#), JavaScript, and Go. There are also community-supported libraries for many other languages including Scala, Ruby, PHP, Clojure, Elixir, Haskell, and Rust."
+              }
+            },
+            {
+              "@type": "Question",
+              "name": "How do I contribute to Apache TinkerPop?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "You can contribute to Apache TinkerPop by participating in discussions on Discord or mailing lists, submitting bug reports or feature requests to the issue tracker, contributing code or documentation via pull requests on GitHub, or helping other users in the community."
+              }
+            },
+            {
+              "@type": "Question",
+              "name": "Where can I get help with TinkerPop and Gremlin?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "The TinkerPop community offers various support channels including Discord, Answer Overflow, Stack Overflow, user mailing lists, and developer mailing lists. You can also find documentation, tutorials, and examples on the TinkerPop website."
+              }
+            },
+            {
+              "@type": "Question",
+              "name": "What tools are available for working with TinkerPop?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "There are many tools available for working with TinkerPop including visualization tools like Graphexp, KeyLines, and Linkurious, development tools like Gremlint and Gremlator, Docker containers, and language-specific libraries and frameworks for various programming languages."
+              }
+            }
+          ]
+        }
+      ]
+    }
+    </script>
 </head>
 <body>
 <!-- header -->
@@ -54,7 +178,7 @@
         <nav class="navbar navbar-expand-lg  ">
             <div class="container-fluid">
                 <a class="navbar-brand" href="index.html">
-                    <img src="img/logo.png" class="img-fluid" alt="img">
+                    <img src="img/logo.png" class="img-fluid" alt="Apache TinkerPop Graph Computing Framework Logo">
                 </a>
                 <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
                         data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent"
@@ -183,7 +307,7 @@
 
 <!-- hero -->
 <div class="container hero-inner">
-    <img src="img/community/bg.png" class="img-fluid w-100" alt="img">
+    <img src="img/community/bg.png" class="img-fluid w-100" alt="TinkerPop Community Banner">
 </div>
 
 <!-- Content -->
@@ -210,7 +334,7 @@ <h2 class="ft-30 black bold">Programming Languages</h2>
             </div>
             <div class="col-md-6 col-lg-3 mb-3">
                 <div class="d-flex align-items-start">
-                    <img src="img/community/tinkerpop.png" class="img-fluid me-3" alt="img">
+                    <img src="img/community/tinkerpop.png" class="img-fluid me-3" alt="TinkerPop Official Support Icon">
                     <div class="text-blue bold ft-17">
                         Official TinkerPop Support
                     </div>
@@ -218,7 +342,7 @@ <h2 class="ft-30 black bold">Programming Languages</h2>
             </div>
             <div class="col-md-6 col-lg-3 mb-3">
                 <div class="d-flex align-items-start">
-                    <img src="img/community/third-party.png" class="img-fluid me-3" alt="img">
+                    <img src="img/community/third-party.png" class="img-fluid me-3" alt="Community Support Icon">
                     <div class="text-blue bold ft-17">
                         Community support
                     </div>
@@ -226,7 +350,7 @@ <h2 class="ft-30 black bold">Programming Languages</h2>
             </div>
             <div class="col-md-6 col-lg-3 mb-3">
                 <div class="d-flex align-items-start">
-                    <img src="img/community/tools.png" class="img-fluid me-3" alt="img">
+                    <img src="img/community/tools.png" class="img-fluid me-3" alt="Some Tools and Libraries Icon">
                     <div class="text-blue bold ft-17">
                         Some tools and libraries
                     </div>
@@ -234,7 +358,7 @@ <h2 class="ft-30 black bold">Programming Languages</h2>
             </div>
             <div class="col-md-6 col-lg-3 mb-3">
                 <div class="d-flex align-items-start">
-                    <img src="img/community/tool.png" class="img-fluid me-3" alt="img">
+                    <img src="img/community/tool.png" class="img-fluid me-3" alt="Many Tools and Libraries Icon">
                     <div class="text-blue bold ft-17">
                         Many tools and libraries
                     </div>
@@ -251,7 +375,7 @@ <h2 class="ft-30 black bold">Programming Languages</h2>
                         <h2 class="accordion-header">
                             <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse"
                                     data-bs-target="#collapseOne" aria-expanded="false" aria-controls="collapseOne">
-                                <img src="img/community/clojure.png" class="img-fluid me-3" alt="img">Clojure
+                                <img src="img/community/clojure.png" class="img-fluid me-3" alt="Clojure Logo">Clojure
                                 <div class="d-inline-block ms-4 "><img src="img/community/third-party.png"
                                                                        class="img-fluid " alt="img"> <img
                                         src="img/community/tools.png" class="img-fluid me-2 " alt="img"></div>
@@ -280,12 +404,12 @@ <h2 class="accordion-header">
                         </div>
                     </div>
 
-                    <!-- elixer -->
+                    <!-- elixir -->
                     <div class="accordion-item" id="lang-elixer">
                         <h2 class="accordion-header" >
                             <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse"
                                     data-bs-target="#collapseTwo" aria-expanded="false" aria-controls="collapseTwo">
-                                <img src="img/community/elixer.png" class="img-fluid me-3" alt="img">Elixer
+                                <img src="img/community/elixer.png" class="img-fluid me-3" alt="Elixir Logo">Elixir
                                 <div class="d-inline-block ms-4 "><img src="img/community/third-party.png"
                                                                        class="img-fluid " alt="img"> <img
                                         src="img/community/tools.png" class="img-fluid me-2 " alt="img"></div>
@@ -302,7 +426,7 @@ <h2 class="accordion-header" >
                                             Third-Party Libraries and Tools
                                         </p>
                                         <p class="ft-17">- <a class="text-blue"
-                                                              href="https://github.com/Revmaker/gremlex"
+                                                              href="https://github.com/coingaming/gremlex"
                                                               target="_blank">Gremlex</a>: A Gremlin Server driver for
                                             Elixir.</p>
                                     </div>
@@ -316,7 +440,7 @@ <h2 class="accordion-header" >
                         <h2 class="accordion-header">
                             <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse"
                                     data-bs-target="#collapse3" aria-expanded="false" aria-controls="collapse3">
-                                <img src="img/community/go.png" class="img-fluid me-3" alt="img">Go
+                                <img src="img/community/go.png" class="img-fluid me-3" alt="Go Logo">Go
                                 <div class="d-inline-block ms-4 "><img src="img/community/tinkerpop.png"
                                                                        class="img-fluid me-2 " alt="img">
                                                                   <img src="img/community/third-party.png"
@@ -358,7 +482,7 @@ <h2 class="accordion-header">
 
                                   <div class="mt-4 text-center text-blue ft-17">
                                       <a href="https://tinkerpop.apache.org/docs/current/reference/#gremlin-go"
-                                         target="_blank"><u>Learn More</u></a>
+                                         target="_blank"><u>Gremlin-Go Documentation & Reference</u></a>
                                   </div>
 
                                   <div class="d-flex align-items-start">
@@ -389,7 +513,7 @@ <h2 class="accordion-header">
                         <h2 class="accordion-header">
                             <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse"
                                     data-bs-target="#collapse4" aria-expanded="false" aria-controls="collapse4">
-                                <img src="img/community/groovy.png" class="img-fluid me-3" alt="img">Groovy
+                                <img src="img/community/groovy.png" class="img-fluid me-3" alt="Groovy Logo">Groovy
                                 <div class="d-inline-block ms-4 "><img src="img/community/tinkerpop.png"
                                                                        class="img-fluid me-2 " alt="img"> <img
                                         src="img/community/tools.png" class="img-fluid me-2 " alt="img"></div>
@@ -431,7 +555,7 @@ <h2 class="accordion-header">
 
                                 <div class="mt-4 text-center text-blue ft-17">
                                     <a href="https://tinkerpop.apache.org/docs/current/reference/#gremlin-groovy"
-                                       target="_blank"><u>Learn More</u></a>
+                                       target="_blank"><u>Gremlin-Groovy Documentation & Reference</u></a>
                                 </div>
                             </div>
                         </div>
@@ -442,7 +566,7 @@ <h2 class="accordion-header">
                         <h2 class="accordion-header">
                             <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse"
                                     data-bs-target="#collapse5" aria-expanded="false" aria-controls="collapse5">
-                                <img src="img/community/haskell.png" class="img-fluid me-3" alt="img">Haskell
+                                <img src="img/community/haskell.png" class="img-fluid me-3" alt="Haskell Logo">Haskell
                                 <div class="d-inline-block ms-4 "><img src="img/community/third-party.png"
                                                                        class="img-fluid " alt="img"> <img
                                         src="img/community/tools.png" class="img-fluid me-2 " alt="img"></div>
@@ -521,7 +645,7 @@ <h2 class="accordion-header">
 
                                 <div class="mt-4 text-center text-blue ft-17">
                                     <a href="https://tinkerpop.apache.org/docs/current/reference/#gremlin-java"
-                                       target="_blank"><u>Learn More</u></a>
+                                       target="_blank"><u>Gremlin-Java Documentation & Reference</u></a>
                                 </div>
 
                                 <div class="d-flex align-items-start">
@@ -559,7 +683,7 @@ <h2 class="accordion-header">
                         <h2 class="accordion-header">
                             <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse"
                                     data-bs-target="#collapse7" aria-expanded="false" aria-controls="collapse7">
-                                <img src="img/community/javascript.png" class="img-fluid me-3" alt="img">Javascript
+                                <img src="img/community/javascript.png" class="img-fluid me-3" alt="JavaScript Logo">Javascript
                                 <div class="d-inline-block ms-4 "><img src="img/community/tinkerpop.png"
                                                                        class="img-fluid me-2 " alt="img"> <img
                                         src="img/community/third-party.png" class="img-fluid me-2 " alt="img"> <img
@@ -598,7 +722,7 @@ <h2 class="accordion-header">
 
                                 <div class="mt-4 text-center text-blue ft-17">
                                     <a href="https://tinkerpop.apache.org/docs/current/reference/#gremlin-javascript"
-                                       target="_blank"><u>Learn More</u></a>
+                                       target="_blank"><u>Gremlin-JavaScript Documentation & Reference</u></a>
                                 </div>
 
                                 <div class="d-flex align-items-start">
@@ -711,7 +835,7 @@ <h2 class="accordion-header">
 
                                 <div class="mt-4 text-center text-blue ft-17">
                                     <a href="https://tinkerpop.apache.org/docs/current/reference/#gremlin-dotnet"
-                                       target="_blank"><u>Learn More</u></a>
+                                       target="_blank"><u>Gremlin.NET Documentation & Reference</u></a>
                                 </div>
 
                                 <div class="d-flex align-items-start">
@@ -778,7 +902,7 @@ <h2 class="accordion-header">
 
                                 <div class="mt-4 text-center text-blue ft-17">
                                     <a href="https://tinkerpop.apache.org/docs/current/reference/#gremlin-python"
-                                       target="_blank"><u>Learn More</u></a>
+                                       target="_blank"><u>Gremlin-Python Documentation & Reference</u></a>
                                 </div>
 
                                 <div class="d-flex align-items-start">
@@ -1155,7 +1279,7 @@ <h2 class="accordion-header">
                 <div class="ju-box">
                     <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <p class="bold">Join us on our Discord Server</p>
-                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="img"></a>
+                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="Discord logo"></a>
                 </div>
             </div>
         </div>
@@ -1171,11 +1295,11 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <div class="bold ft-25">Apache TinkerPop™</div>
                     <p class="mt-2 mb-4">Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP).</p>
                     <ul class="list-unstyled list-inline hover-op-low">
-                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="img"></a></li>
+                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="TinkerPop Discord"></a></li>
+                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="TinkerPop GitHub"></a></li>
+                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="TinkerPop Twitch"></a></li>
+                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="TinkerPop Twitter"></a></li>
+                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="TinkerPop YouTube"></a></li>
                     </ul>
                 </div>
                 <div class="col-md-4 ft-links">
diff --git a/docs/site/home/download.html b/docs/site/home/download.html
index 317c4efc822..f5d57765e16 100644
--- a/docs/site/home/download.html
+++ b/docs/site/home/download.html
@@ -18,10 +18,26 @@
         <meta charset=utf-8>
         <meta http-equiv="X-UA-Compatible" content="IE=edge">
         <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+        <meta name="robots" content="index, follow">
         <link href="img/favicon.png" rel="shortcut icon" />
-        <title>Apache TinkerPop: Downloads</title>
-        <meta name="description" content="">
-        <meta name="keywords" content="">
+        <title>Download Graph Computing Tools | Apache TinkerPop</title>
+        <meta name="description" content="Download TinkerPop graph tools including Gremlin Console, Server, and source code. Get started with the leading graph framework for your applications.">
+        <meta name="keywords" content="download, TinkerPop, Gremlin, graph tools">
+        <link rel="canonical" href="https://tinkerpop.apache.org/download.html">
+        
+        <!-- Open Graph / Facebook -->
+        <meta property="og:type" content="website">
+        <meta property="og:url" content="https://tinkerpop.apache.org/download.html">
+        <meta property="og:title" content="Download Graph Computing Tools | Apache TinkerPop">
+        <meta property="og:description" content="Download TinkerPop graph tools including Gremlin Console, Server, and source code. Get started with the leading graph framework for your applications.">
+        <meta property="og:image" content="https://tinkerpop.apache.org/img/download/downloads-header.png">
+
+        <!-- Twitter -->
+        <meta name="twitter:card" content="summary_large_image">
+        <meta name="twitter:site" content="@apachetinkerpop">
+        <meta name="twitter:title" content="Download Graph Computing Tools | Apache TinkerPop">
+        <meta name="twitter:description" content="Download TinkerPop graph tools including Gremlin Console, Server, and source code. Get started with the leading graph framework for your applications.">
+        <meta name="twitter:image" content="https://tinkerpop.apache.org/img/download/downloads-header.png">
         <link href="css/bootstrap.min.css" rel="stylesheet">
         <link href="css/font-awesome.css" rel="stylesheet"/>
         <link href="css/custome.css" rel="stylesheet">
@@ -45,6 +61,85 @@
             })();
         </script>
         <!-- End Matomo Code -->
+        
+        <!-- Structured Data / JSON-LD -->
+        <script type="application/ld+json">
+        {
+          "@context": "https://schema.org",
+          "@graph": [
+            {
+              "@type": "SoftwareApplication",
+              "name": "Apache TinkerPop",
+              "applicationCategory": "GraphDatabase",
+              "operatingSystem": "Java 8/11",
+              "softwareVersion": "3.7.3",
+              "downloadUrl": "https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-console-3.7.3-bin.zip",
+              "license": "https://www.apache.org/licenses/LICENSE-2.0",
+              "offers": {
+                "@type": "Offer",
+                "price": "0",
+                "priceCurrency": "USD"
+              },
+              "description": "Apache TinkerPop is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP)."
+            },
+            {
+              "@type": "BreadcrumbList",
+              "itemListElement": [
+                {
+                  "@type": "ListItem",
+                  "position": 1,
+                  "name": "Home",
+                  "item": "https://tinkerpop.apache.org/"
+                },
+                {
+                  "@type": "ListItem",
+                  "position": 2,
+                  "name": "Downloads",
+                  "item": "https://tinkerpop.apache.org/download.html"
+                }
+              ]
+            },
+            {
+              "@type": "FAQPage",
+              "@id": "https://tinkerpop.apache.org/download.html#faqpage",
+              "mainEntity": [
+                {
+                  "@type": "Question",
+                  "name": "What are the system requirements for running TinkerPop tools?",
+                  "acceptedAnswer": {
+                    "@type": "Answer",
+                    "text": "Gremlin Console and Gremlin Server are compatible with Java 8/11. Ensure you have a compatible Java version installed before downloading."
+                  }
+                },
+                {
+                  "@type": "Question",
+                  "name": "Which TinkerPop version should I download?",
+                  "acceptedAnswer": {
+                    "@type": "Answer",
+                    "text": "For most users, we recommend the latest stable release."
+                  }
+                },
+                {
+                  "@type": "Question",
+                  "name": "How do I verify the integrity of my download?",
+                  "acceptedAnswer": {
+                    "@type": "Answer",
+                    "text": "You can verify downloads using PGP signatures or SHA512 checksums. First download the KEYS file from the Apache distribution directory, then verify using commands like 'gpg --import KEYS' followed by 'gpg --verify [download-file].asc [download-file]'."
+                  }
+                },
+                {
+                  "@type": "Question",
+                  "name": "Are there packaged artifacts available in other repositories?",
+                  "acceptedAnswer": {
+                    "@type": "Answer",
+                    "text": "Yes, TinkerPop artifacts are available in Docker, Maven Central, PyPI, npm, and NuGet. Language-specific drivers can be installed through these respective package managers."
+                  }
+                }
+              ]
+            }
+          ]
+        }
+        </script>
     </head>
     <body>
     <!-- header -->
@@ -53,7 +148,7 @@
             <nav class="navbar navbar-expand-lg  ">
                 <div class="container-fluid">
                     <a class="navbar-brand" href="index.html">
-                        <img src="img/logo.png" class="img-fluid" alt="img">
+                        <img src="img/logo.png" class="img-fluid" alt="Apache TinkerPop Graph Computing Framework Logo">
                     </a>
                     <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
                             data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent"
@@ -182,7 +277,7 @@
         
         <!-- hero -->
         <div class="container hero-inner">
-            <img src="img/download/bg.png" class="img-fluid w-100" alt="img">
+            <img src="img/download/bg.png" class="img-fluid w-100" alt="Apache TinkerPop Graph Database Download Background">
         </div>
 
         <!-- Content -->
@@ -202,15 +297,15 @@ <h2 class="ft-25 black bold">Current Releases</h2>
                 </div>
                 <div class="row d-flex align-items-center">
                     <div class="col-lg-3 col-md-6 mb-2 mb-lg-0">
-                        <img src="img/download/icon.png" class="img-fluid me-2" alt="img"> <span class="bold">3.7.3</span> (latest, stable) <p class="d-inline-block ms-4 mb-0">23-October-2024</p>
+                        <img src="img/download/icon.png" class="img-fluid me-2" alt="TinkerPop Version Icon"> <span class="bold">3.7.3</span> (latest, stable) <p class="d-inline-block ms-4 mb-0">23-October-2024</p>
                     </div>
                     <div class="col-lg-4 col-md-6 mb-2 mb-lg-0">
                         <p class="text-blue mb-0"><a href="https://github.com/apache/tinkerpop/blob/3.7.3/CHANGELOG.asciidoc#release-3-7-3">release notes</a> | <a href="https://tinkerpop.apache.org/docs/3.7.3/upgrade/#_tinkerpop_3_7_3">upgrade</a> | <a href="https://tinkerpop.apache.org/docs/3.7.3/">documentation</a> | <a href="#" data-bs-toggle="modal" data-bs-target="#contributors-3_7_3">contributors</a></p>
                     </div>
                     <div class="col-lg-5 col-md-12 mb-2 mb-lg-2">
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-console-3.7.3-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Gremlin Console</a>
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-server-3.7.3-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Gremlin Server</a>
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-3.7.3-src.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Source</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-console-3.7.3-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="">Gremlin Console</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-server-3.7.3-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="">Gremlin Server</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-3.7.3-src.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="">Source</a>
                     </div>
                 </div>
                 <div class="row d-flex align-items-center">
@@ -221,9 +316,9 @@ <h2 class="ft-25 black bold">Current Releases</h2>
                         <p class="text-blue mb-0"><a href="https://github.com/apache/tinkerpop/blob/3.6.8/CHANGELOG.asciidoc#release-3-6-8">release notes</a> | <a href="https://tinkerpop.apache.org/docs/3.6.8/upgrade/#_tinkerpop_3_6_8">upgrade</a> | <a href="https://tinkerpop.apache.org/docs/3.6.8/">documentation</a> | <a href="#" data-bs-toggle="modal" data-bs-target="#contributors-3_6_8">contributors</a></p>
                      </div>
                       <div class="col-lg-5 col-md-12 mb-2 mb-lg-2">
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.6.8/apache-tinkerpop-gremlin-console-3.6.8-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Gremlin Console</a>
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.6.8/apache-tinkerpop-gremlin-server-3.6.8-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Gremlin Server</a>
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.6.8/apache-tinkerpop-3.6.8-src.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Source</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.6.8/apache-tinkerpop-gremlin-console-3.6.8-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="Download Icon">Gremlin Console</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.6.8/apache-tinkerpop-gremlin-server-3.6.8-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="Download Icon">Gremlin Server</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.6.8/apache-tinkerpop-3.6.8-src.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="Download Icon">Source</a>
                       </div>
                 </div>
                 <div class="row d-flex mt-4 mt-md-5">
@@ -235,15 +330,15 @@ <h2 class="ft-25 black bold">Beta Releases</h2>
                     <p class="mb-3 mb-md-3 medium black">Beta releases offer a public preview of an upcoming full release. Some features may be missing and
                         others may be subject to change in future betas or a final release.</p>
                     <div class="col-lg-3 col-md-6 mb-2 mb-lg-0">
-                        <img src="img/download/icon.png" class="img-fluid me-2" alt="img"> <span class="bold">4.0.0-beta.1</span> (pre-release) <p class="d-inline-block ms-4 mb-0">17-January-2025</p>
+                        <img src="img/download/icon.png" class="img-fluid me-2" alt="TinkerPop Version Icon"> <span class="bold">4.0.0-beta.1</span> (pre-release) <p class="d-inline-block ms-4 mb-0">17-January-2025</p>
                     </div>
                     <div class="col-lg-4 col-md-6 mb-2 mb-lg-0">
                         <p class="text-blue mb-0"><a href="https://github.com/apache/tinkerpop/blob/4.0.0-beta.1/CHANGELOG.asciidoc#release-4-0-0-beta-1">release notes</a> | <a href="https://tinkerpop.apache.org/docs/4.0.0-beta.1/upgrade/#_tinkerpop_4_0_0_beta_1">upgrade</a> | <a href="https://tinkerpop.apache.org/docs/4.0.0-beta.1/">documentation</a> | <a href="#" data-bs-toggle="modal" data-bs-target="#contributors-4_0_0_beta_1">contributors</a></p>
                     </div>
                     <div class="col-lg-5 col-md-12 mb-2 mb-lg-2">
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/4.0.0-beta.1/apache-tinkerpop-gremlin-console-4.0.0-beta.1-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Gremlin Console</a>
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/4.0.0-beta.1/apache-tinkerpop-gremlin-server-4.0.0-beta.1-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Gremlin Server</a>
-                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/4.0.0-beta.1/apache-tinkerpop-4.0.0-beta.1-src.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="img">Source</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/4.0.0-beta.1/apache-tinkerpop-gremlin-console-4.0.0-beta.1-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="Download Icon">Gremlin Console</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/4.0.0-beta.1/apache-tinkerpop-gremlin-server-4.0.0-beta.1-bin.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="Download Icon">Gremlin Server</a>
+                        <a class="btn btn-theme me-2" href="https://www.apache.org/dyn/closer.lua/tinkerpop/4.0.0-beta.1/apache-tinkerpop-4.0.0-beta.1-src.zip"><img src="img/download/bx-download.svg" class="img-fluid me-2" alt="Download Icon">Source</a>
                     </div>
                 </div>
                 <div class="row d-flex align-items-center mt-4 mt-md-5">
@@ -342,20 +437,20 @@ <h2 class="ft-25 black bold mb-4">Archived Releases</h2>
                    <div class="col-lg-11 col-md-12">
                     <div class="info-box">
                         <div class="d-flex mb-3 align-items-start">
-                            <img src="img/download/information-circle-outline.svg" class="img-fluid me-2 pt-1" alt="img">
+                            <img src="img/download/information-circle-outline.svg" class="img-fluid me-2 pt-1" alt="Information Icon">
                             <div>
                                 Gremlin Console and Gremlin Server are compatible with Java 8/11.
                             </div>
                         </div>
                         <div class="d-flex mb-3 align-items-start">
-                            <img src="img/download/information-circle-outline.svg" class="img-fluid me-2 pt-1" alt="img">
+                            <img src="img/download/information-circle-outline.svg" class="img-fluid me-2 pt-1" alt="Information Icon">
                             <div>
                                 Upgrade documentation was only introduced at 3.1.1-incubating which is why there are no "upgrade" links in versions prior to that one.
                             </div>
                         </div>
 
                         <div class="d-flex  align-items-start">
-                            <img src="img/download/information-circle-outline.svg" class="img-fluid me-2 pt-1" alt="img">
+                            <img src="img/download/information-circle-outline.svg" class="img-fluid me-2 pt-1" alt="Information Icon">
                             <div>
                                 This page lists official Apache releases only. TinkerPop occasionally produces unofficial binary release candidates (denoted by the suffix "-RC") which are NOT promoted or announced as actual release versions. Such releases are for early development and evaluation purposes only. They are not suitable for production.
                             </div>
@@ -2825,7 +2920,7 @@ <h4 class="modal-title bold black mb-2">3.0.0-incubating</h4>
                         <div class="ju-box">
                             <h2 class="ft-40 text-blue bold">Join Us</h2>
                             <p class="bold">Join us on our Discord Server</p>
-                            <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="img"></a>
+                            <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="Discord logo"></a>
                         </div>
                     </div>
                 </div>
@@ -2842,11 +2937,11 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
                             <div class="bold ft-25">Apache TinkerPop™</div>
                             <p class="mt-2 mb-4">Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP).</p>
                             <ul class="list-unstyled list-inline hover-op-low">
-                                <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="img"></a></li>
-                                <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="img"></a></li>
-                                <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="img"></a></li>
-                                <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="img"></a></li>
-                                <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="img"></a></li>
+                                <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="TinkerPop Discord"></a></li>
+                                <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="TinkerPop GitHub"></a></li>
+                                <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="TinkerPop Twitch"></a></li>
+                                <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="TinkerPop Twitter"></a></li>
+                                <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="TinkerPop YouTube"></a></li>
                             </ul>
                         </div>
                         <div class="col-md-4 ft-links">
@@ -2891,4 +2986,3 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
         <script src="js/my.js"></script>
     </body>
 </html>
-       
diff --git a/docs/site/home/gremlin.html b/docs/site/home/gremlin.html
index 6c27652b932..4a36e0e337e 100644
--- a/docs/site/home/gremlin.html
+++ b/docs/site/home/gremlin.html
@@ -18,10 +18,27 @@
         <meta charset=utf-8>
         <meta http-equiv="X-UA-Compatible" content="IE=edge">
         <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+        <meta name="robots" content="index, follow">
         <link href="img/favicon.png" rel="shortcut icon" />
-        <title>Apache TinkerPop: Gremlin</title>
-        <meta name="description" content="">
-        <meta name="keywords" content="">
+        <title>Graph Query Language - Gremlin | Apache TinkerPop</title>
+        <meta name="description" content="Gremlin is a graph traversal language for querying databases with a functional, data-flow approach. Learn how to use this powerful query language.">
+        <meta name="keywords" content="graph query, Gremlin, traversal, TinkerPop">
+        <link rel="canonical" href="https://tinkerpop.apache.org/gremlin.html">
+        
+        <!-- Open Graph / Facebook -->
+        <meta property="og:type" content="website">
+        <meta property="og:url" content="https://tinkerpop.apache.org/gremlin.html">
+        <meta property="og:title" content="Graph Query Language - Gremlin | Apache TinkerPop">
+        <meta property="og:description" content="Gremlin is a graph traversal language for querying databases with a functional, data-flow approach. Learn how to use this powerful query language.">
+        <meta property="og:image" content="https://tinkerpop.apache.org/img/gremlin/gremlin-logo.png">
+        
+        <!-- Twitter -->
+        <meta name="twitter:card" content="summary_large_image">
+        <meta name="twitter:site" content="@apachetinkerpop">
+        <meta name="twitter:title" content="Graph Query Language - Gremlin | Apache TinkerPop">
+        <meta name="twitter:description" content="Gremlin is a graph traversal language for querying databases with a functional, data-flow approach. Learn how to use this powerful query language.">
+        <meta name="twitter:image" content="https://tinkerpop.apache.org/img/gremlin/gremlin-logo.png">
+        
         <link href="css/bootstrap.min.css" rel="stylesheet">
         <link href="css/font-awesome.css" rel="stylesheet"/>
         <link href="css/custome.css" rel="stylesheet">
@@ -29,6 +46,7 @@
         <link href="css/animate.css" rel="stylesheet"/>
         <link href="css/prism.css" rel="stylesheet">
         <link href="css/fonts.css" rel="stylesheet">
+
         <!-- Matomo -->
         <script>
             var _paq = window._paq = window._paq || [];
@@ -46,6 +64,93 @@
             })();
         </script>
         <!-- End Matomo Code -->
+        
+        <!-- Structured Data / JSON-LD -->
+        <script type="application/ld+json">
+        {
+          "@context": "https://schema.org",
+          "@graph": [
+            {
+              "@type": "Organization",
+              "@id": "https://tinkerpop.apache.org/#organization",
+              "name": "Apache TinkerPop",
+              "url": "https://tinkerpop.apache.org/",
+              "logo": {
+                "@type": "ImageObject",
+                "url": "https://tinkerpop.apache.org/img/logo.png",
+                "width": 280,
+                "height": 60
+              },
+              "description": "Apache TinkerPop is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP)."
+            },
+            {
+              "@type": "WebSite",
+              "@id": "https://tinkerpop.apache.org/#website",
+              "url": "https://tinkerpop.apache.org/",
+              "name": "Apache TinkerPop",
+              "publisher": {
+                "@id": "https://tinkerpop.apache.org/#organization"
+              }
+            },
+            {
+              "@type": "TechArticle",
+              "@id": "https://tinkerpop.apache.org/gremlin.html#article",
+              "headline": "Graph Query Language - Gremlin",
+              "description": "Gremlin is a graph traversal language that enables developers to query graph databases with a functional, data-flow approach. Learn how to use this powerful graph query language for your data relationships.",
+              "isPartOf": {
+                "@id": "https://tinkerpop.apache.org/#website"
+              },
+              "publisher": {
+                "@id": "https://tinkerpop.apache.org/#organization"
+              },
+              "mainEntityOfPage": {
+                "@id": "https://tinkerpop.apache.org/gremlin.html#webpage"
+              },
+              "inLanguage": "en",
+              "technicalArticle": true
+            },
+            {
+              "@type": "WebPage",
+              "@id": "https://tinkerpop.apache.org/gremlin.html#webpage",
+              "url": "https://tinkerpop.apache.org/gremlin.html",
+              "name": "Graph Query Language - Gremlin | Apache TinkerPop",
+              "isPartOf": {
+                "@id": "https://tinkerpop.apache.org/#website"
+              },
+              "about": {
+                "@id": "https://tinkerpop.apache.org/#organization"
+              },
+              "description": "Gremlin is a graph traversal language that enables developers to query graph databases with a functional, data-flow approach. Learn how to use this powerful graph query language for your data relationships."
+            },
+            {
+              "@type": "BreadcrumbList",
+              "@id": "https://tinkerpop.apache.org/gremlin.html#breadcrumblist",
+              "itemListElement": [
+                {
+                  "@type": "ListItem",
+                  "position": 1,
+                  "item": {
+                    "@type": "WebPage",
+                    "@id": "https://tinkerpop.apache.org/",
+                    "url": "https://tinkerpop.apache.org/",
+                    "name": "Home"
+                  }
+                },
+                {
+                  "@type": "ListItem",
+                  "position": 2,
+                  "item": {
+                    "@type": "WebPage",
+                    "@id": "https://tinkerpop.apache.org/gremlin.html",
+                    "url": "https://tinkerpop.apache.org/gremlin.html",
+                    "name": "Gremlin Query Language"
+                  }
+                }
+              ]
+            }
+          ]
+        }
+        </script>
     </head>
     <body>
     <!-- header -->
@@ -657,4 +762,3 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
         <script src="js/prism.js"></script>
     </body>
 </html>
-       
diff --git a/docs/site/home/index.html b/docs/site/home/index.html
index 76af6dce76b..af4f8e52a50 100644
--- a/docs/site/home/index.html
+++ b/docs/site/home/index.html
@@ -18,10 +18,27 @@
     <meta charset=utf-8>
     <meta http-equiv="X-UA-Compatible" content="IE=edge">
     <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+    <meta name="robots" content="index, follow">
     <link href="img/favicon.png" rel="shortcut icon"/>
-    <title>Apache TinkerPop: Home</title>
-    <meta name="description" content="">
-    <meta name="keywords" content="">
+    <title>Graph Computing Framework | Apache TinkerPop</title>
+    <meta name="description" content="Graph computing framework for databases and analytics systems. Apache TinkerPop powers graph applications with the Gremlin query language.">
+    <meta name="keywords" content="graph computing, graph database, Gremlin, TinkerPop">
+    <link rel="canonical" href="https://tinkerpop.apache.org/">
+    
+    <!-- Open Graph / Facebook -->
+    <meta property="og:type" content="website">
+    <meta property="og:url" content="https://tinkerpop.apache.org/">
+    <meta property="og:title" content="Graph Computing Framework | Apache TinkerPop">
+    <meta property="og:description" content="Graph computing framework for databases and analytics systems. Apache TinkerPop powers graph applications with the Gremlin query language.">
+    <meta property="og:image" content="https://tinkerpop.apache.org/img/tinkerpop-splash.png">
+
+    <!-- Twitter -->
+    <meta name="twitter:card" content="summary_large_image">
+    <meta name="twitter:site" content="@apachetinkerpop">
+    <meta name="twitter:title" content="Graph Computing Framework | Apache TinkerPop">
+    <meta name="twitter:description" content="Graph computing framework for databases and analytics systems. Apache TinkerPop powers graph applications with the Gremlin query language.">
+    <meta name="twitter:image" content="https://tinkerpop.apache.org/img/tinkerpop-splash.png">
+    
     <link href="css/bootstrap.min.css" rel="stylesheet">
     <link href="css/font-awesome.css" rel="stylesheet"/>
     <link href="css/custome.css" rel="stylesheet">
@@ -46,6 +63,70 @@
         })();
     </script>
     <!-- End Matomo Code -->
+    
+    <!-- Structured Data / JSON-LD: Used for SEO and rich search results -->
+    <script type="application/ld+json">
+    {
+        "@context": "https://schema.org",
+        "@graph": [
+            {
+                "@type": "Organization",
+                "@id": "https://tinkerpop.apache.org/#organization",
+                "name": "Apache TinkerPop",
+                "url": "https://tinkerpop.apache.org/",
+                "logo": {
+                    "@type": "ImageObject",
+                    "url": "https://tinkerpop.apache.org/img/logo.png",
+                    "width": 280,
+                    "height": 60
+                },
+                "description": "Apache TinkerPop is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP).",
+                "sameAs": [
+                    "https://github.com/apache/tinkerpop/",
+                    "https://twitter.com/apachetinkerpop"
+                ]
+            },
+            {
+                "@type": "WebSite",
+                "@id": "https://tinkerpop.apache.org/#website",
+                "url": "https://tinkerpop.apache.org/",
+                "name": "Apache TinkerPop",
+                "publisher": {
+                    "@id": "https://tinkerpop.apache.org/#organization"
+                }
+            },
+            {
+                "@type": "WebPage",
+                "@id": "https://tinkerpop.apache.org/#webpage",
+                "url": "https://tinkerpop.apache.org/",
+                "name": "Graph Computing Framework | Apache TinkerPop",
+                "isPartOf": {
+                    "@id": "https://tinkerpop.apache.org/#website"
+                },
+                "about": {
+                    "@id": "https://tinkerpop.apache.org/#organization"
+                },
+                "description": "Apache TinkerPop is a powerful open-source graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP). Build modern graph applications with the Gremlin query language."
+            },
+            {
+                "@type": "BreadcrumbList",
+                "@id": "https://tinkerpop.apache.org/#breadcrumblist",
+                "itemListElement": [
+                    {
+                        "@type": "ListItem",
+                        "position": 1,
+                        "item": {
+                            "@type": "WebPage",
+                            "@id": "https://tinkerpop.apache.org/",
+                            "url": "https://tinkerpop.apache.org/",
+                            "name": "Home"
+                        }
+                    }
+                ]
+            }
+        ]
+    }
+    </script>
 </head>
 <body>
 <!-- header -->
@@ -54,7 +135,7 @@
         <nav class="navbar navbar-expand-lg  ">
             <div class="container-fluid">
                 <a class="navbar-brand" href="index.html">
-                    <img src="img/logo.png" class="img-fluid" alt="img">
+                    <img src="img/logo.png" class="img-fluid" alt="Apache TinkerPop Graph Computing Framework Logo">
                 </a>
                 <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
                         data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent"
@@ -140,16 +221,16 @@
                                 Community
                             </a>
                             <ul class="dropdown-menu" aria-labelledby="navbarDropdown3">
-                                <li><a class="dropdown-item" href="https://discord.gg/tinkerpop" target="_blank"><img src="img/discord-logo.png" class="nav-icon"/>Discord</a></li>
-                                <li><a class="dropdown-item" href="https://www.answeroverflow.com/c/838910279550238720"><img src="img/answer-overflow-logo.png" class="nav-icon"/>Answer Overflow</a></li>
-                                <li><a class="dropdown-item" href="https://stackoverflow.com/questions/tagged/gremlin"><img src="img/stack-overflow-logo.png" class="nav-icon"/>Stack Overflow</a></li>
-                                <li><a class="dropdown-item" href="https://groups.google.com/group/gremlin-users"><img src="img/mail.png" class="nav-icon"/>User Mailing List</a></li>
-                                <li><a class="dropdown-item" href="https://lists.apache.org/list.html?dev@tinkerpop.apache.org"><img src="img/mail.png" class="nav-icon"/>Developer Mailing List</a></li>
-                                <li><a class="dropdown-item" href="https://issues.apache.org/jira/browse/TINKERPOP/"><img src="img/jira-logo.png" class="nav-icon"/>Issue Tracker</a></li>
-                                <li><a class="dropdown-item" href="https://github.com/apache/tinkerpop/"><img src="img/github-logo.png" class="nav-icon"/>GitHub</a></li>
-                                <li><a class="dropdown-item" href="https://www.twitch.tv/apachetinkerpop"><img src="img/twitch-logo.png" class="nav-icon"/>Twitch</a></li>
-                                <li><a class="dropdown-item" href="https://twitter.com/apachetinkerpop"><img src="img/twitter-logo.png" class="nav-icon"/>Twitter</a></li>
-                                <li><a class="dropdown-item" href="https://www.youtube.com/@apachetinkerpop"><img src="img/youtube-logo.png" class="nav-icon"/>YouTube</a></li>
+                                <li><a class="dropdown-item" href="https://discord.gg/tinkerpop" target="_blank"><img src="img/discord-logo.png" class="nav-icon" alt="Discord logo"/>Discord</a></li>
+                                <li><a class="dropdown-item" href="https://www.answeroverflow.com/c/838910279550238720"><img src="img/answer-overflow-logo.png" class="nav-icon" alt="Answer Overflow logo"/>Answer Overflow</a></li>
+                                <li><a class="dropdown-item" href="https://stackoverflow.com/questions/tagged/gremlin"><img src="img/stack-overflow-logo.png" class="nav-icon" alt="Stack Overflow logo"/>Stack Overflow</a></li>
+                                <li><a class="dropdown-item" href="https://groups.google.com/group/gremlin-users"><img src="img/mail.png" class="nav-icon" alt="Email icon for user mailing list"/>User Mailing List</a></li>
+                                <li><a class="dropdown-item" href="https://lists.apache.org/list.html?dev@tinkerpop.apache.org"><img src="img/mail.png" class="nav-icon" alt="Email icon for developer mailing list"/>Developer Mailing List</a></li>
+                                <li><a class="dropdown-item" href="https://issues.apache.org/jira/browse/TINKERPOP/"><img src="img/jira-logo.png" class="nav-icon" alt="JIRA issue tracker logo"/>Issue Tracker</a></li>
+                                <li><a class="dropdown-item" href="https://github.com/apache/tinkerpop/"><img src="img/github-logo.png" class="nav-icon" alt="GitHub logo"/>GitHub</a></li>
+                                <li><a class="dropdown-item" href="https://www.twitch.tv/apachetinkerpop"><img src="img/twitch-logo.png" class="nav-icon" alt="Twitch logo"/>Twitch</a></li>
+                                <li><a class="dropdown-item" href="https://twitter.com/apachetinkerpop"><img src="img/twitter-logo.png" class="nav-icon" alt="Twitter logo"/>Twitter</a></li>
+                                <li><a class="dropdown-item" href="https://www.youtube.com/@apachetinkerpop"><img src="img/youtube-logo.png" class="nav-icon" alt="YouTube logo"/>YouTube</a></li>
                                 <li><hr class="dropdown-divider"></li>
                                 <li><a  class="dropdown-item" href="https://tinkerpop.apache.org/docs/current/dev/developer/#_contributing">Contributing</a></li>
                                 <li><a  class="dropdown-item" href="https://tinkerpop.apache.org/docs/current/dev/provider/#policies">Policies</a></li>
@@ -189,7 +270,7 @@
                 <h1 class="ft-40 bold black mb-3">Apache TinkerPop™</h1>
                 <p>Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic
                     systems (OLAP).</p>
-                <a href="https://discord.gg/tinkerpop" target="_blank"><img src="img/discord-button.png" alt="img"
+                <a href="https://discord.gg/tinkerpop" target="_blank"><img src="img/discord-button.png" alt="Join the TinkerPop Discord Community"
                                                                              class="img-fluid"></a>
             </div>
         </div>
@@ -199,7 +280,7 @@ <h1 class="ft-40 bold black mb-3">Apache TinkerPop™</h1>
 <div class="container">
     <div class="row">
         <div class="col-12 text-center">
-            <img src="img/tinkerpop-splash.png" class="img-fluid tinkerpop-splash" alt="img">
+            <img src="img/tinkerpop-splash.png" class="img-fluid tinkerpop-splash" alt="TinkerPop Character Splash">
         </div>
     </div>
 </div>
@@ -217,25 +298,25 @@ <h2 class="ft-30 bold black mb-2">Downloads & Documentation</h2>
                             <h3 class="ft-25 bold black mb-6">TinkerPop 3.7.3 Downloads</h3>
                             <div class="row">
                                 <div class="col-md-4 mb-3">
-                                    <img src="img/group-24.svg" class="img-fluid mb-2" alt="img"><br>
+                                    <img src="img/group-24.svg" class="img-fluid mb-2" alt="Gremlin Console icon"><br>
                                     <a class="text-blue"
                                        href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-console-3.7.3-bin.zip"><img
-                                            src="img/download-cloud-line.svg" class="me-2 img-fluid" alt="img">Gremlin
+                                            src="img/download-cloud-line.svg" class="me-2 img-fluid" alt="Download icon">Gremlin
                                         Console</a>
                                 </div>
                                 <div class="col-md-4 mb-3">
-                                    <img src="img/group-25.svg" class="img-fluid mb-2" alt="img"><br>
+                                    <img src="img/group-25.svg" class="img-fluid mb-2" alt="Gremlin Server icon"><br>
                                     <a class="text-blue"
                                        href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-gremlin-server-3.7.3-bin.zip"><img
-                                            src="img/download-cloud-line.svg" class="me-2 img-fluid" alt="img">Gremlin
+                                            src="img/download-cloud-line.svg" class="me-2 img-fluid" alt="Download icon">Gremlin
                                         Server</a>
                                 </div>
                                 <div class="col-md-4 mb-3">
-                                    <img src="img/group-26.svg" class="img-fluid mb-2" alt="img"><br>
+                                    <img src="img/group-26.svg" class="img-fluid mb-2" alt="Source code icon"><br>
                                     <a class="text-blue"
                                        href="https://www.apache.org/dyn/closer.lua/tinkerpop/3.7.3/apache-tinkerpop-3.7.3-src.zip"><img
                                             src="img/download-cloud-line.svg" class="me-2 img-fluid"
-                                            alt="img">Source</a>
+                                            alt="Download icon">Source</a>
                                 </div>
                             </div>
                         </div>
@@ -247,7 +328,7 @@ <h3 class="ft-25 bold black mb-4">Documentation</h3>
                                         <button class="btn btn-theme btn-cust w-100 dropdown-toggle text-start"
                                                 type="button" id="dropdownMenuButton1" data-bs-toggle="dropdown"
                                                 aria-expanded="false">
-                                            <img src="img/link.svg" class="img-fluid me-2" alt="img"> Documentation
+                                            <img src="img/link.svg" class="img-fluid me-2" alt="Link icon"> Documentation
                                         </button>
                                         <ul class="dropdown-menu w-100" aria-labelledby="dropdownMenuButton1">
                                             <li><a class="dropdown-item"
@@ -266,7 +347,7 @@ <h3 class="ft-25 bold black mb-4">Documentation</h3>
                                 </div>
                                 <div class="col-md-6 mb-3"><a class="btn btn-theme btn-cust w-100 text-start"
                                                               href="https://tinkerpop.apache.org/javadocs/current/core/"><img
-                                        src="img/link.svg" class="img-fluid me-2" alt="img">Javadoc - Core</a>
+                                        src="img/link.svg" class="img-fluid me-2" alt="Link icon">Javadoc - Core</a>
                                 </div>
                                 <div class="col-md-6 mb-3">
                                     <a class="btn btn-theme btn-cust w-100 text-start"
@@ -348,7 +429,7 @@ <h3 class="ft-25 bold black mb-4">Documentation</h3>
     <div class="container">
         <div class="row">
             <div class="col-lg-6 mb-4 mb-lg-0">
-                <img src="img/gremlin-logo.png" alt="img" class="img-fluid">
+                <img src="img/gremlin-logo.png" alt="Gremlin Graph Query Language Logo" class="img-fluid">
             </div>
             <div class="col-lg-6 ">
                 <h2 class="ft-30 bold text-white mb-3">Gremlin Query Language</h2>
@@ -460,7 +541,7 @@ <h2 class="ft-30 bold text-white mb-3">Gremlin Query Language</h2>
                     </div>
                 </div>
                 <a class="btn btn-theme btn-cust" href="gremlin.html"><img src="img/link.svg" class="img-fluid me-2"
-                                                                           alt="img">Learn More</a>
+                                                                           alt="img">Explore Gremlin Graph Query Language</a>
             </div>
         </div>
     </div>
@@ -472,16 +553,16 @@ <h2 class="ft-30 bold text-white mb-3">Gremlin Query Language</h2>
         <div class="row d-flex">
 
             <div class="col-lg-12">
-                <img src="img/tinkerpopfuture-home.png" class="img-fluid w-100" alt="img">
+                <img src="img/tinkerpopfuture-home.png" class="img-fluid w-100" alt="TinkerPop Banner">
             </div>
         </div>
     </div>
 </div>
 <div class="sec-pad pt-0">
     <div class="container">
-        <div class="row d-flex">
+                <div class="row d-flex">
             <div class="col-lg-6 mb-4 mb-lg-0">
-                <h2 class="ft-30 bold black mb-3 ">Benefits & Use Cases</h2>
+                            <h2 class="ft-30 bold black mb-3 mt-4">Benefits & Use Cases</h2>
                 <p class="mb-3">A graph is a structure composed of vertices and edges. Both vertices and edges can have
                     an arbitrary number of key/value-pairs called properties. Vertices denote discrete objects such as a
                     person, a place, or an event. Edges denote relationships between vertices. For instance, a person
@@ -492,7 +573,7 @@ <h2 class="ft-30 bold black mb-3 ">Benefits & Use Cases</h2>
                     a graph, each vertex is seen as an atomic entity (not simply a "row in a table") that can be linked
                     to any other vertex or have properties added or removed at will.</p>
 
-                <a href="benefits-use-cases.html" class="text-blue ft-17"><u>Learn More</u></a>
+                <a href="benefits-use-cases.html" class="text-blue ft-17"><u>Explore Graph Database Benefits & Use Cases</u></a>
             </div>
             <div class="col-lg-6  ">
                 <h2 class="ft-30 bold black mb-3">How to use TinkerPop</h2>
@@ -502,7 +583,7 @@ <h2 class="ft-30 bold black mb-3">How to use TinkerPop</h2>
                         <p class="mb-2 text-blue bold">Database Support</p>
                         <p class="mb-2">TinkerPop is widely supported by more than two dozen commercial and open source
                             graph databases</p>
-                        <a href="providers.html" class="text-blue ft-17"><u>Learn More</u></a>
+                        <a href="providers.html" class="text-blue ft-17"><u>Explore Graph Database Providers</u></a>
                     </div>
                 </div>
 
@@ -514,7 +595,7 @@ <h2 class="ft-30 bold black mb-3">How to use TinkerPop</h2>
                             NodeJS with additional drivers provided through community contributions</p>
                         <p class="mb-2">There is a wide array of third-party managed tools and applications that are
                             TinkerPop-compatible</p>
-                        <a href="community.html" class="text-blue ft-17"><u>Learn More</u></a>
+                        <a href="community.html" class="text-blue ft-17"><u>Explore Graph Programming Languages & Tools</u></a>
                     </div>
                 </div>
             </div>
@@ -1001,7 +1082,7 @@ <h2 class="ft-30 bold black mb-2">TinkerPop Contributors</h2>
                 <div class="ju-box">
                     <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <p class="bold">Join us on our Discord Server</p>
-                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="img"></a>
+                            <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="Discord logo"></a>
                 </div>
             </div>
         </div>
@@ -1017,11 +1098,11 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <div class="bold ft-25">Apache TinkerPop™</div>
                     <p class="mt-2 mb-4">Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP).</p>
                     <ul class="list-unstyled list-inline hover-op-low">
-                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="img"></a></li>
+                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="TinkerPop Discord"></a></li>
+                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="TinkerPop GitHub"></a></li>
+                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="TinkerPop Twitch"></a></li>
+                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="TinkerPop Twitter"></a></li>
+                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="TinkerPop YouTube"></a></li>
                     </ul>
                 </div>
                 <div class="col-md-4 ft-links">
@@ -1070,4 +1151,3 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
 <script src="js/prism.js"></script>
 </body>
 </html>
-
diff --git a/docs/site/home/providers.html b/docs/site/home/providers.html
index c0e4addc516..dc10325bdfb 100644
--- a/docs/site/home/providers.html
+++ b/docs/site/home/providers.html
@@ -18,10 +18,26 @@
     <meta charset=utf-8>
     <meta http-equiv="X-UA-Compatible" content="IE=edge">
     <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+    <meta name="robots" content="index, follow">
     <link href="img/favicon.png" rel="shortcut icon"/>
-    <title>Apache TinkerPop: Providers</title>
-    <meta name="description" content="">
-    <meta name="keywords" content="">
+    <title>Graph Database Providers &amp; Systems | Apache TinkerPop</title>
+    <meta name="description" content="TinkerPop-enabled graph databases and analytics tools from leading providers. Find the right graph system for your application needs.">
+    <meta name="keywords" content="graph providers, database systems, TinkerPop, analytics">
+    <link rel="canonical" href="https://tinkerpop.apache.org/providers.html">
+    
+    <!-- Open Graph / Facebook -->
+    <meta property="og:type" content="website">
+    <meta property="og:url" content="https://tinkerpop.apache.org/providers.html">
+    <meta property="og:title" content="Graph Database Providers &amp; Systems | Apache TinkerPop">
+    <meta property="og:description" content="TinkerPop-enabled graph databases and analytics tools from leading providers. Find the right graph system for your application needs.">
+    <meta property="og:image" content="https://tinkerpop.apache.org/img/providers/providers.png">
+
+    <!-- Twitter -->
+    <meta name="twitter:card" content="summary_large_image">
+    <meta name="twitter:site" content="@apachetinkerpop">
+    <meta name="twitter:title" content="Graph Database Providers &amp; Systems | Apache TinkerPop">
+    <meta name="twitter:description" content="TinkerPop-enabled graph databases and analytics tools from leading providers. Find the right graph system for your application needs.">
+    <meta name="twitter:image" content="https://tinkerpop.apache.org/img/providers/providers.png">
     <link href="css/bootstrap.min.css" rel="stylesheet">
     <link href="css/font-awesome.css" rel="stylesheet"/>
     <link href="css/custome.css" rel="stylesheet">
@@ -44,6 +60,138 @@
         })();
     </script>
     <!-- End Matomo Code -->
+    
+    <!-- Structured Data / JSON-LD -->
+    <script type="application/ld+json">
+    {
+      "@context": "https://schema.org",
+      "@graph": [
+        {
+          "@type": "Organization",
+          "@id": "https://tinkerpop.apache.org/#organization",
+          "name": "Apache TinkerPop",
+          "url": "https://tinkerpop.apache.org/",
+          "logo": {
+            "@type": "ImageObject",
+            "url": "https://tinkerpop.apache.org/img/logo.png",
+            "width": 280,
+            "height": 60
+          },
+          "description": "Apache TinkerPop is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP)."
+        },
+        {
+          "@type": "WebSite",
+          "@id": "https://tinkerpop.apache.org/#website",
+          "url": "https://tinkerpop.apache.org/",
+          "name": "Apache TinkerPop",
+          "publisher": {
+            "@id": "https://tinkerpop.apache.org/#organization"
+          }
+        },
+        {
+          "@type": "WebPage",
+          "@id": "https://tinkerpop.apache.org/providers.html#webpage",
+          "url": "https://tinkerpop.apache.org/providers.html",
+          "name": "Graph Database Providers & Systems | Apache TinkerPop",
+          "isPartOf": {
+            "@id": "https://tinkerpop.apache.org/#website"
+          },
+          "about": {
+            "@id": "https://tinkerpop.apache.org/#organization"
+          },
+          "description": "Discover TinkerPop-enabled graph databases, processors, and analytics tools from leading providers. Find the right graph database system for your application needs and use cases."
+        },
+        {
+          "@type": "ItemList",
+          "@id": "https://tinkerpop.apache.org/providers.html#itemlist",
+          "itemListElement": [
+            {
+              "@type": "ListItem",
+              "position": 1,
+              "name": "Aerospike Graph",
+              "url": "https://aerospike.com/products/graph-database/"
+            },
+            {
+              "@type": "ListItem",
+              "position": 2,
+              "name": "Alibaba Graph Database",
+              "url": "https://cn.aliyun.com/product/gdb"
+            },
+            {
+              "@type": "ListItem",
+              "position": 3,
+              "name": "Amazon Neptune",
+              "url": "https://aws.amazon.com/neptune/"
+            }
+          ]
+        },
+        {
+          "@type": "BreadcrumbList",
+          "@id": "https://tinkerpop.apache.org/providers.html#breadcrumblist",
+          "itemListElement": [
+            {
+              "@type": "ListItem",
+              "position": 1,
+              "item": {
+                "@type": "WebPage",
+                "@id": "https://tinkerpop.apache.org/",
+                "url": "https://tinkerpop.apache.org/",
+                "name": "Home"
+              }
+            },
+            {
+              "@type": "ListItem",
+              "position": 2,
+              "item": {
+                "@type": "WebPage",
+                "@id": "https://tinkerpop.apache.org/providers.html",
+                "url": "https://tinkerpop.apache.org/providers.html",
+                "name": "Graph Database Providers"
+              }
+            }
+          ]
+        },
+        {
+          "@type": "FAQPage",
+          "@id": "https://tinkerpop.apache.org/providers.html#faqpage",
+          "mainEntity": [
+            {
+              "@type": "Question",
+              "name": "What is a TinkerPop-enabled graph system?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "A TinkerPop-enabled graph system is a graph database, processor, or analytics tool that implements the Apache TinkerPop interfaces, allowing users to query the system using the Gremlin query language and leverage the full TinkerPop stack regardless of the underlying graph database."
+              }
+            },
+            {
+              "@type": "Question",
+              "name": "How can I get my graph system listed on the TinkerPop providers page?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "To get your graph system listed, you need to follow Apache TinkerPop's provider listing policy which includes implementing the required TinkerPop interfaces, passing compatibility tests, and submitting your request through the appropriate channels. See the provider documentation for details."
+              }
+            },
+            {
+              "@type": "Question",
+              "name": "What types of graph systems are supported by TinkerPop?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "TinkerPop supports both OLTP (Online Transaction Processing) graph databases for real-time queries and OLAP (Online Analytical Processing) graph processors for batch analytics. Many systems support both approaches."
+              }
+            },
+            {
+              "@type": "Question",
+              "name": "What are the benefits of using a TinkerPop-enabled graph database?",
+              "acceptedAnswer": {
+                "@type": "Answer",
+                "text": "Using a TinkerPop-enabled graph database provides application portability across different graph systems, access to the Gremlin query language, and the ability to leverage a common ecosystem of tools, libraries, and knowledge regardless of which specific graph database you choose."
+              }
+            }
+          ]
+        }
+      ]
+    }
+    </script>
 </head>
 <body>
 <!-- header -->
@@ -52,7 +200,7 @@
         <nav class="navbar navbar-expand-lg  ">
             <div class="container-fluid">
                 <a class="navbar-brand" href="index.html">
-                    <img src="img/logo.png" class="img-fluid" alt="img">
+                    <img src="img/logo.png" class="img-fluid" alt="Apache TinkerPop Graph Computing Framework Logo">
                 </a>
                 <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
                         data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent"
@@ -181,7 +329,7 @@
 
 <!-- hero -->
 <div class="container hero-inner">
-    <img src="img/providers/bg.png" class="img-fluid w-100" alt="img">
+    <img src="img/providers/bg.png" class="img-fluid w-100" alt="Graph Database Providers Header Banner">
 </div>
 
 <!-- Content -->
@@ -194,7 +342,7 @@ <h1 class="ft-40 bold black mb-3 mb-md-5">Data System Providers</h1>
         </div>
         <div class="row d-flex align-items-center">
             <div class="col-lg-6 mb-4 md-lg-0">
-                <img src="img/providers/providers.png" class="img-fluid w-100" alt="img">
+                <img src="img/providers/providers.png" class="img-fluid w-100" alt="TinkerPop-enabled Graph Database Provider Ecosystem Illustration">
             </div>
             <div class="col-lg-6 ">
                 <div class="use-case-page-pl-3">
@@ -206,8 +354,8 @@ <h1 class="ft-40 bold black mb-3 mb-md-5">Data System Providers</h1>
                         computing features. The other type of provider are language designers that have a (graph) query
                         language they wish to have execute on the Gremlin traversal machine and thus, against any
                         TinkerPop-enabled graph system.</p>
-                    <a href="https://tinkerpop.apache.org/docs/current/dev/provider/" class="text-blue "><u>Learn
-                        More</u></a>
+                    <a href="https://tinkerpop.apache.org/docs/current/dev/provider/" class="text-blue "><u>Provider
+                        Documentation & Guidelines</u></a>
                 </div>
             </div>
         </div>
@@ -230,7 +378,7 @@ <h2 class="ft-30 bold black mb-3">TinkerPop-Enabled Graph Systems</h2>
             <div class="col-md-6 col-lg-4">
                 <div class="uc-box">
                     <div class="d-flex align-items-start">
-                        <img src="img/providers/25.png " class="img-fluid mb-3" alt="img">
+                        <img src="img/providers/25.png " class="img-fluid mb-3" alt="Aerospike Graph Logo">
                         <div class="text-start ms-3">
                             <a class="ft-18 bold text-blue" href="https://aerospike.com/products/graph-database/">Aerospike Graph</a>
                             <p class="mb-0 mt-2">A massively scalable, high-performance graph database for the property graph model</p>
@@ -242,7 +390,7 @@ <h2 class="ft-30 bold black mb-3">TinkerPop-Enabled Graph Systems</h2>
             <div class="col-md-6 col-lg-4">
                 <div class="uc-box">
                     <div class="d-flex align-items-start">
-                        <img src="img/providers/1.png " class="img-fluid mb-3" alt="img">
+                        <img src="img/providers/1.png " class="img-fluid mb-3" alt="Alibaba Graph Database Logo">
                         <div class="text-start ms-3">
                             <a class="ft-18 bold text-blue" href="https://cn.aliyun.com/product/gdb">Alibaba Graph Database</a>
                             <p class="mb-0 mt-2">A real-time, reliable, cloud-native graph database service that
@@ -255,7 +403,7 @@ <h2 class="ft-30 bold black mb-3">TinkerPop-Enabled Graph Systems</h2>
             <div class="col-md-6 col-lg-4">
                 <div class="uc-box">
                     <div class="d-flex align-items-start">
-                        <img src="img/providers/2.png " class="img-fluid mb-3" alt="img">
+                        <img src="img/providers/2.png " class="img-fluid mb-3" alt="Amazon Neptune Logo">
                         <div class="text-start ms-3">
                             <a class="ft-18 bold text-blue" href="https://aws.amazon.com/neptune/">Amazon Neptune</a>
                             <p class="mb-0 mt-2">Fully-managed graph database service.</p>
@@ -558,7 +706,7 @@ <h2 class="ft-30 bold black mb-3">TinkerPop-Enabled Graph Systems</h2>
                 <div class="ju-box">
                     <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <p class="bold">Join us on our Discord Server</p>
-                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="img"></a>
+                    <a href="https://discord.gg/tinkerpop"><img src="img/tpvewx.png" class="img-fluid mt-3" alt="TinkerPop Discord QR code and invitation"></a>
                 </div>
             </div>
         </div>
@@ -574,11 +722,11 @@ <h2 class="ft-40 text-blue bold">Join Us</h2>
                     <div class="bold ft-25">Apache TinkerPop™</div>
                     <p class="mt-2 mb-4">Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP).</p>
                     <ul class="list-unstyled list-inline hover-op-low">
-                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="img"></a></li>
-                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="img"></a></li>
+                        <li class="list-inline-item"><a href="https://discord.gg/tinkerpop"><img src="img/social/discord.svg" class="img-fluid" alt="TinkerPop Discord"></a></li>
+                        <li class="list-inline-item"><a href="https://github.com/apache/tinkerpop"><img src="img/social/github-box.svg" class="img-fluid" alt="TinkerPop GitHub"></a></li>
+                        <li class="list-inline-item"><a href="https://www.twitch.tv/apachetinkerpop"><img src="img/social/twitch.png" class="img-fluid" alt="TinkerPop Twitch"></a></li>
+                        <li class="list-inline-item"><a href="https://twitter.com/apachetinkerpop"><img src="img/social/twitter-square.svg" class="img-fluid" alt="TinkerPop Twitter"></a></li>
+                        <li class="list-inline-item"><a href="https://www.youtube.com/@apachetinkerpop"><img src="img/social/youtube.png" class="img-fluid" alt="TinkerPop YouTube"></a></li>
                     </ul>
                 </div>
                 <div class="col-md-4 ft-links">
diff --git a/docs/site/robots.txt b/docs/site/robots.txt
new file mode 100644
index 00000000000..7359e0a6e94
--- /dev/null
+++ b/docs/site/robots.txt
@@ -0,0 +1,6 @@
+User-agent: *
+Allow: /
+Disallow: /staging/
+
+# Sitemap reference
+Sitemap: https://tinkerpop.apache.org/sitemap.xml
diff --git a/docs/site/sitemap.xml b/docs/site/sitemap.xml
new file mode 100644
index 00000000000..bfcfbcdf6f6
--- /dev/null
+++ b/docs/site/sitemap.xml
@@ -0,0 +1,39 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
+  <url>
+    <loc>https://tinkerpop.apache.org/</loc>
+    <lastmod>2025-05-07</lastmod>
+    <priority>1.0</priority>
+    <changefreq>monthly</changefreq>
+  </url>
+  <url>
+    <loc>https://tinkerpop.apache.org/gremlin.html</loc>
+    <lastmod>2025-05-07</lastmod>
+    <priority>0.9</priority>
+    <changefreq>yearly</changefreq>
+  </url>
+  <url>
+    <loc>https://tinkerpop.apache.org/providers.html</loc>
+    <lastmod>2025-05-07</lastmod>
+    <priority>0.8</priority>
+    <changefreq>yearly</changefreq>
+  </url>
+  <url>
+    <loc>https://tinkerpop.apache.org/benefits-use-cases.html</loc>
+    <lastmod>2025-05-07</lastmod>
+    <priority>0.8</priority>
+    <changefreq>yearly</changefreq>
+  </url>
+  <url>
+    <loc>https://tinkerpop.apache.org/community.html</loc>
+    <lastmod>2025-05-07</lastmod>
+    <priority>0.7</priority>
+    <changefreq>monthly</changefreq>
+  </url>
+  <url>
+    <loc>https://tinkerpop.apache.org/download.html</loc>
+    <lastmod>2025-05-07</lastmod>
+    <priority>0.9</priority>
+    <changefreq>monthly</changefreq>
+  </url>
+</urlset>
diff --git a/pom.xml b/pom.xml
index 12458739aa2..3a329a42ba4 100644
--- a/pom.xml
+++ b/pom.xml
@@ -478,6 +478,8 @@ limitations under the License.
                         <exclude>docs/original/**</exclude>
                         <exclude>docs/site/home/css/**</exclude>
                         <exclude>docs/site/home/js/**</exclude>
+                        <exclude>docs/site/robots.txt</exclude>
+                        <exclude>docs/site/sitemap.xml</exclude>
                         <exclude>docs/gremlint/build/**</exclude>
                         <exclude>docs/gremlint/public/CNAME</exclude>
                         <exclude>gremlin-console/bin/gremlin.sh</exclude>