diff --git a/.gitignore b/.gitignore
index 7978bb86f..15340ebdd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,6 @@ static/admin/*.bundle.*
 yarn-error.log
 docs/*
 venv/*
-static/age-manual/*
\ No newline at end of file
+static/age-manual/*
+.yarn
+.yarnrc.yml
\ No newline at end of file
diff --git a/gatsby-config.js b/gatsby-config.js
index c6bea0353..aa21f1b36 100644
--- a/gatsby-config.js
+++ b/gatsby-config.js
@@ -3,7 +3,7 @@ module.exports = {
 
     title: "Apache AGE, Graph database optimized for fast analysis and real-time data processing. It is provided as an extension to PostgreSQL.",
 
-    description: "Apache AGE has been registered as an Apache Top level project since May 2022, and was inspired by AgensGraph developed by Bitnine, optimizing the graph database for fast analysis and real-time processing.",
+    description: "Apache AGE is a PostgreSQL extension that has been registered as an Apache Top level project since May 2022.",
   },
   pathPrefix: "/",
   plugins: [
diff --git a/src/components/Layout.js b/src/components/Layout.js
index 8acd67616..c209d4dad 100644
--- a/src/components/Layout.js
+++ b/src/components/Layout.js
@@ -20,21 +20,6 @@ import favicon from '../../static/img/favicon.png';
 const TemplateWrapper = ({ children }) => {
   const { title, description } = useSiteMetadata();
 
-  const injectGA = () => {
-
-    if (typeof window == 'undefined') {
-      return;
-    }
-    window.dataLayer = window.dataLayer || [];
-    function gtag() {
-      window.dataLayer.push(arguments);
-    }
-    gtag('js', new Date());
-  
-    gtag('config', 'G-VPCE2QF63F');
-    gtag('config', 'G-XFVE1KJW91')
-  };
-
   const titleNameMapper = () => {
     const isBrowser = typeof window !== 'undefined';
     if (isBrowser) {
@@ -76,15 +61,9 @@ const TemplateWrapper = ({ children }) => {
             <meta charset="UTF-8" /> {/* 문자 집합 선언 추가 */}
             <link rel="icon" href={withPrefix('/img/favicon.png')} />
             <meta name="description" content={description} />
-            {/* Global site tag (gtag.js) - Google Analytics */}
-            <script async src="https://www.googletagmanager.com/gtag/js?id=G-VPCE2QF63F" />
-            <script async src="https://www.googletagmanager.com/gtag/js?id=G-XFVE1KJW91"/>
-
             {/* Search Console New */}
             <meta name="google-site-verification" content="C4CIVL2dGO5hQM50NyalduCnsGIL9cRgtP8ilWhKWko" />
-            <script>
-                {injectGA()}
-            </script>
+            
             <link
               rel="apple-touch-icon"
               sizes="180x180"
diff --git a/src/pages/blog/2024-04-23-from-data-to-connections-leveraging-hyperconnectivity-in-e-commerce-data-part-1.md b/src/pages/blog/2024-04-23-from-data-to-connections-leveraging-hyperconnectivity-in-e-commerce-data-part-1.md
index 27d62eb5a..e654895a7 100644
--- a/src/pages/blog/2024-04-23-from-data-to-connections-leveraging-hyperconnectivity-in-e-commerce-data-part-1.md
+++ b/src/pages/blog/2024-04-23-from-data-to-connections-leveraging-hyperconnectivity-in-e-commerce-data-part-1.md
@@ -57,6 +57,5 @@ In the MATCH clause, you can search the path you want to extract. In the {"(a: c
 
 As seen above, graph database queries exhibit hyperconnectivity implementation much more efficiently. Notably, Apache AGE stands out as a database with its hybrid query capability, enabling many including non-experts in graph queries and derive results using SQL. Being a PostgreSQL extension, Apache AGE offers the flexibility to leverage extensions tailored to specific situations and domains, enhancing its practicality and adaptability.
 
-Are you interested in learning more about Apache AGE? [Learn More Now](http://agedb.io/From-Data-to-Connections-Leveraging-Hyperconnectivity-in-E-commerce-Data.jsp#).
 
 <!--EndFragment-->
\ No newline at end of file
diff --git a/src/pages/blog/2024-04-23-learn-machine-learning-with-graph-in-hyperconnected-data-part-2.md b/src/pages/blog/2024-04-23-learn-machine-learning-with-graph-in-hyperconnected-data-part-2.md
index ea29c32f5..456cdee78 100644
--- a/src/pages/blog/2024-04-23-learn-machine-learning-with-graph-in-hyperconnected-data-part-2.md
+++ b/src/pages/blog/2024-04-23-learn-machine-learning-with-graph-in-hyperconnected-data-part-2.md
@@ -66,6 +66,6 @@ Figure 6. Example of Link Prediction in Apache AGE (Source: Missing Link Predict
 
 This article explored the concept of graph hyper-connection, the connection of table data from a relational database to a graph structure. By harnessing the power of hyperconnectivity between relational and graph databases, data can be managed flexibly, leading to the creation of new value through not only simple queries but also advanced analytics.
 
-To efficiently model and manage different types of data, an enterprise DBMS like AGEDB is an ideal solution. It enables the identification and management of relationships between data in tables, facilitating the extension of knowledge associations and enabling comprehensive analysis through graph-based approaches.
+To efficiently model and manage different types of data, an enterprise DBMS like PostgreSQL with Apache AGE is an ideal solution. It enables the identification and management of relationships between data in tables, facilitating the extension of knowledge associations and enabling comprehensive analysis through graph-based approaches.
 
 <!--EndFragment-->
\ No newline at end of file
diff --git a/src/pages/blog/2024-05-01-what-is-a-graph-database.md b/src/pages/blog/2024-05-01-what-is-a-graph-database.md
index 725447ed5..5561590bb 100644
--- a/src/pages/blog/2024-05-01-what-is-a-graph-database.md
+++ b/src/pages/blog/2024-05-01-what-is-a-graph-database.md
@@ -63,8 +63,8 @@ Apache AGE finds its utility in various domains, reflecting the versatility and
 
 
 * Social Networking: By managing vast networks of users and their interactions, Apache AGE can drive complex social graphs to deliver personalized content, suggest connections, and analyze trends.
-* Fraud Detection: In financial services, Apache AGE can help map transaction patterns to detect and prevent fraud more effectively by spotting anomalies in densely connected data. Learn more about it here: <https://agedb.io/the-role-of-graph-modeling-in-fraud-detection-systems.jsp>
-* Recommendation Engines: Retail and entertainment sectors use Apache AGE to analyze customer preferences and social interactions to recommend products or content. You can learn more about it in this blog article: <https://agedb.io/principle-of-a-recommendation-system-using-raph-database.jsp>
+* Fraud Detection: In financial services, Apache AGE can help map transaction patterns to detect and prevent fraud more effectively by spotting anomalies in densely connected data. 
+* Recommendation Engines: Retail and entertainment sectors use Apache AGE to analyze customer preferences and social interactions to recommend products or content. 
 * Network and IT Operations: Apache AGE can be used to monitor networks and manage IT infrastructure by providing insights into the relationships and dependencies among various IT components.
 
 
diff --git a/src/pages/faq/index.js b/src/pages/faq/index.js
index e3d6e5238..2a2f31c38 100644
--- a/src/pages/faq/index.js
+++ b/src/pages/faq/index.js
@@ -79,7 +79,6 @@ class FAQ extends React.Component {
       answer: () => (
         <>
           <p>Apache AGE is an open source project and free to use.</p>
-          <p>But there are some vendors providing commercial support such as AGEDB in Canada.</p>
         </>
       ),
     },
diff --git a/src/pages/getstarted/index.js b/src/pages/getstarted/index.js
index f43dd866d..b56b5de35 100644
--- a/src/pages/getstarted/index.js
+++ b/src/pages/getstarted/index.js
@@ -79,7 +79,6 @@ class FAQ extends React.Component {
       answer: () => (
         <>
           <p>Apache AGE is an open source project and free to use.</p>
-          <p>But there are some vendors providing commercial support such as AGEDB in Canada.</p>
         </>
       ),
     },
diff --git a/src/pages/overview/index.md b/src/pages/overview/index.md
index f8a5e586a..804c366ea 100644
--- a/src/pages/overview/index.md
+++ b/src/pages/overview/index.md
@@ -2,9 +2,7 @@
 templateKey: overview-page
 path: /about
 description: >-
-  AGE was under development since 2019 by a team of engineers at Bitnine Global Inc. The project, originally born out
-  of AgensGraph, a multi-model graph database fork of PostgreSQL, was donated to the Apache Software Foundation and entered
-  incubation in April 2020.
+  Apache AGE is a graph extension for PostgreSQL.
 bannerImg: /img/banner-overview.jpg
 bannerContents: >-
   # Introduction of AGE
@@ -26,18 +24,8 @@ subcon: >-
 
 Below is a brief overview of the AGE architecture, similar to the PostgreSQL architecture and backend. Every component runs on the PostgreSQL transaction cache layer and storage layer.
 
-**Apache AGE™** will be compatible with all relational databases in the future development, starting with MariaDB and MySQL.
 
-<br /><br /><br />
-
-<div class="Databases">
-
-![](/img/logo-large-postgresql.jpg)
-![](/img/logo-large-mariadb.jpg)
-![](/img/icon-Large-mysql.jpg)
-![](/img/to-be-continued...png)
-
-</div>
+<br />
 
 ---