diff --git a/docs/cn/tutorials/load/automating_json_log_loading_with_vector.md b/docs/cn/tutorials/load/automating-json-log-loading-with-vector.md
similarity index 100%
rename from docs/cn/tutorials/load/automating_json_log_loading_with_vector.md
rename to docs/cn/tutorials/load/automating-json-log-loading-with-vector.md
diff --git a/docs/en/developer/00-drivers/index.md b/docs/en/developer/00-drivers/index.md
index 123d88bf7b..3a49d1354b 100644
--- a/docs/en/developer/00-drivers/index.md
+++ b/docs/en/developer/00-drivers/index.md
@@ -22,26 +22,26 @@ databend://user:pwd@host[:port]/[database][?sslmode=disable][&arg1=value1]
 
 ### Connection Examples
 
-| Deployment | Connection String |
-|------------|-------------------|
-| **Self-hosted** | `databend://user:pwd@host:8000/database?sslmode=disable` |
-| **Databend Cloud** | `databend://user:pwd@host:443/database?warehouse=wh` |
+| Deployment         | Connection String                                        |
+| ------------------ | -------------------------------------------------------- |
+| **Self-hosted**    | `databend://user:pwd@host:8000/database?sslmode=disable` |
+| **Databend Cloud** | `databend://user:pwd@host:443/database?warehouse=wh`     |
 
 ### Parameters Reference
 
-| Parameter | Description | Self-hosted | Databend Cloud | Example |
-|-----------|-------------|-------------|----------------|----------|
-| `sslmode` | SSL mode | `disable` (required) | Not used | `?sslmode=disable` |
-| `warehouse` | Warehouse name | Not used | Required | `?warehouse=compute_wh` |
+| Parameter   | Description    | Self-hosted          | Databend Cloud | Example                 |
+| ----------- | -------------- | -------------------- | -------------- | ----------------------- |
+| `sslmode`   | SSL mode       | `disable` (required) | Not used       | `?sslmode=disable`      |
+| `warehouse` | Warehouse name | Not used             | Required       | `?warehouse=compute_wh` |
 
 > **Databend Cloud**: [Get connection info →](/guides/cloud/using-databend-cloud/warehouses#obtaining-connection-information)
 
 ## Available Drivers
 
-| Language | Package | Key Features |
-|----------|---------|-------------|
-| **[Python](./python)** | `databend-driver`<br/>`databend-sqlalchemy` | • Sync/async support<br/>• SQLAlchemy dialect<br/>• PEP 249 compatible |
-| **[Go](./golang)** | `databend-go` | • database/sql interface<br/>• Connection pooling<br/>• Bulk operations |
-| **[Node.js](./nodejs)** | `databend-driver` | • TypeScript support<br/>• Promise-based API<br/>• Streaming results |
-| **[Java](./jdbc)** | `databend-jdbc` | • JDBC 4.0 compatible<br/>• Connection pooling<br/>• Prepared statements |
-| **[Rust](./rust)** | `databend-driver` | • Async/await support<br/>• Type-safe queries<br/>• Zero-copy deserialization |
+| Language                | Package                                     | Key Features                                                                  |
+| ----------------------- | ------------------------------------------- | ----------------------------------------------------------------------------- |
+| **[Python](./python)**  | `databend-driver`<br/>`databend-sqlalchemy` | • Sync/async support<br/>• SQLAlchemy dialect<br/>• PEP 249 compatible        |
+| **[Go](./golang)**      | `databend-go`                               | • database/sql interface<br/>• Connection pooling<br/>• Bulk operations       |
+| **[Node.js](./nodejs)** | `databend-driver`                           | • TypeScript support<br/>• Promise-based API<br/>• Streaming results          |
+| **[Java](./jdbc)**      | `databend-jdbc`                             | • JDBC 4.0 compatible<br/>• Connection pooling<br/>• Prepared statements      |
+| **[Rust](./rust)**      | `databend-driver`                           | • Async/await support<br/>• Type-safe queries<br/>• Zero-copy deserialization |
diff --git a/docs/en/developer/20-community/00-contributor/_category_.json b/docs/en/developer/20-community/00-contributor/_category_.json
index fbf39db5cc..d68e412da1 100644
--- a/docs/en/developer/20-community/00-contributor/_category_.json
+++ b/docs/en/developer/20-community/00-contributor/_category_.json
@@ -2,6 +2,6 @@
   "label": "Contributor's Guide",
   "link": {
     "type": "generated-index",
-    "slug": "/community/contributor"
+    "slug": "/community/contributor/"
   }
-}
\ No newline at end of file
+}
diff --git a/docs/en/tutorials/load/automating_json_log_loading_with_vector.md b/docs/en/tutorials/load/automating-json-log-loading-with-vector.md
similarity index 100%
rename from docs/en/tutorials/load/automating_json_log_loading_with_vector.md
rename to docs/en/tutorials/load/automating-json-log-loading-with-vector.md
diff --git a/site-redirects.ts b/site-redirects.ts
index 7f338b1ee7..e4e12c9ab7 100644
--- a/site-redirects.ts
+++ b/site-redirects.ts
@@ -378,6 +378,10 @@ const siteRedirects = [
   {
     from: '/sql/sql-functions/vector-distance-functions/',
     to: '/sql/sql-functions/vector-functions/'
+  },
+  {
+    from: '/tutorials/load/automating_json_log_loading_with_vector/',
+    to: '/tutorials/load/automating-json-log-loading-with-vector/'
   }
 ];
 export default siteRedirects;
\ No newline at end of file
diff --git a/src/components/DocsOverview/index.tsx b/src/components/DocsOverview/index.tsx
index c7e979be53..dd69a77ef3 100644
--- a/src/components/DocsOverview/index.tsx
+++ b/src/components/DocsOverview/index.tsx
@@ -189,7 +189,7 @@ const DocsOverview: FC = (): ReactElement => {
             <Col {...colLayout2}>
               <Card padding={[20, 0]} className={styles.cardActiveOut}>
                 <Link
-                  to={"/guides/cloud/new-account"}
+                  to={"/guides/cloud/new-account/"}
                   className={"global-overview-card"}
                 >
                   <LightDatabendCloudSingleSvg width={150} />
@@ -206,17 +206,17 @@ const DocsOverview: FC = (): ReactElement => {
                   <div>{$t("What you need to know:")}</div>
                   <ul>
                     <li>
-                      <Link to={"/guides/products/dc/editions"}>
+                      <Link to={"/guides/products/dc/editions/"}>
                         {$t("Choose Your Edition")}
                       </Link>
                     </li>
                     <li>
-                      <Link to={"/guides/products/dc/pricing"}>
+                      <Link to={"/guides/products/dc/pricing/"}>
                         {$t("Pricing & Plans")}
                       </Link>
                     </li>
                     <li>
-                      <Link to={"/guides/cloud/using-databend-cloud"}>
+                      <Link to={"/guides/cloud/using-databend-cloud/"}>
                         {$t("Using Databend Cloud")}
                       </Link>
                     </li>
@@ -241,17 +241,17 @@ const DocsOverview: FC = (): ReactElement => {
                   <div>{$t("What you need to know:")}</div>
                   <ul>
                     <li>
-                      <Link to={"/guides/deploy/QuickStart"}>
+                      <Link to={"/guides/deploy/QuickStart/"}>
                         {$t("5-Minute Quick Start")}
                       </Link>
                     </li>
                     <li>
-                      <Link to={"/guides/deploy/deploy/download"}>
+                      <Link to={"/guides/deploy/deploy/download/"}>
                         {$t("Download & Install")}
                       </Link>
                     </li>
                     <li>
-                      <Link to={"/guides/products/dee/license"}>
+                      <Link to={"/guides/products/dee/license/"}>
                         {$t("Enterprise Features & Licensing")}
                       </Link>
                     </li>
@@ -279,49 +279,49 @@ const DocsOverview: FC = (): ReactElement => {
               <SmallCard
                 icon={<Cli></Cli>}
                 text={"BendSQL"}
-                to={"/guides/sql-clients/bendsql"}
+                to={"/guides/sql-clients/bendsql/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Java></Java>}
                 text={"Java"}
-                to={"/developer/drivers/jdbc"}
+                to={"/developer/drivers/jdbc/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Go></Go>}
                 text={"Golang"}
-                to={"/developer/drivers/golang"}
+                to={"/developer/drivers/golang/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Python></Python>}
                 text={"Python"}
-                to={"/developer/drivers/python"}
+                to={"/developer/drivers/python/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Node></Node>}
                 text={"Node.js"}
-                to={"/developer/drivers/nodejs"}
+                to={"/developer/drivers/nodejs/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Rust></Rust>}
                 text={"Rust"}
-                to={"/developer/drivers/rust"}
+                to={"/developer/drivers/rust/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<MCP width={24}></MCP>}
                 text={"MCP Server"}
-                to={"/guides/ai-functions/mcp"}
+                to={"/guides/ai-functions/mcp/"}
               />
             </Col>
           </Row>
@@ -344,28 +344,28 @@ const DocsOverview: FC = (): ReactElement => {
               <SmallCard
                 icon={<Kafka></Kafka>}
                 text={"Kafka"}
-                to={"/guides/load-data/load-db/kafka"}
+                to={"/guides/load-data/load-db/kafka/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Dbt></Dbt>}
                 text={"dbt"}
-                to={"/guides/load-data/load-db/dbt"}
+                to={"/guides/load-data/load-db/dbt/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Airbyte></Airbyte>}
                 text={"Airbyte"}
-                to={"/guides/load-data/load-db/airbyte"}
+                to={"/guides/load-data/load-db/airbyte/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<FlinkCdc></FlinkCdc>}
                 text={"Flink CDC"}
-                to={"/guides/load-data/load-db/flink-cdc"}
+                to={"/guides/load-data/load-db/flink-cdc/"}
               />
             </Col>
             <Col {...colLayout}>
@@ -377,11 +377,12 @@ const DocsOverview: FC = (): ReactElement => {
                       border: "unset",
                       padding: "4px",
                     }}
+                    alt="Addax"
                     src={Addax}
                   />
                 }
                 text={"Addax"}
-                to={"/guides/load-data/load-db/addax"}
+                to={"/guides/load-data/load-db/addax/"}
               />
             </Col>
             <Col {...colLayout}>
@@ -397,7 +398,7 @@ const DocsOverview: FC = (): ReactElement => {
                   />
                 }
                 text={"DataX"}
-                to={"/guides/load-data/load-db/datax"}
+                to={"/guides/load-data/load-db/datax/"}
               />
             </Col>
             <Col {...colLayout}>
@@ -412,7 +413,7 @@ const DocsOverview: FC = (): ReactElement => {
                   />
                 }
                 text={"Debezium"}
-                to={"/guides/load-data/load-db/debezium"}
+                to={"/guides/load-data/load-db/debezium/"}
               />
             </Col>
             <Col {...colLayout}>
@@ -427,7 +428,7 @@ const DocsOverview: FC = (): ReactElement => {
                   />
                 }
                 text={"Tapdata"}
-                to={"/guides/load-data/load-db/tapdata"}
+                to={"/guides/load-data/load-db/tapdata/"}
               />
             </Col>
             <Col {...colLayout}>
@@ -442,7 +443,7 @@ const DocsOverview: FC = (): ReactElement => {
                   />
                 }
                 text={"Vector"}
-                to={"/guides/load-data/load-db/vector"}
+                to={"/guides/load-data/load-db/vector/"}
               />
             </Col>
           </Row>
@@ -465,56 +466,56 @@ const DocsOverview: FC = (): ReactElement => {
               <SmallCard
                 icon={<DeepNote></DeepNote>}
                 text={"Deepnote"}
-                to={"/guides/visualize/deepnote"}
+                to={"/guides/visualize/deepnote/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Jpyter></Jpyter>}
                 text={"Jupyter"}
-                to={"/guides/visualize/jupyter"}
+                to={"/guides/visualize/jupyter/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Metabase></Metabase>}
                 text={"Metabase"}
-                to={"/guides/visualize/metabase"}
+                to={"/guides/visualize/metabase/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Grafana></Grafana>}
                 text={"Grafana"}
-                to={"/guides/visualize/grafana"}
+                to={"/guides/visualize/grafana/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Redash></Redash>}
                 text={"Redash"}
-                to={"/guides/visualize/redash"}
+                to={"/guides/visualize/redash/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Superset></Superset>}
                 text={"Superset"}
-                to={"/guides/visualize/superset"}
+                to={"/guides/visualize/superset/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Teableau></Teableau>}
                 text={"Tableau"}
-                to={"/guides/visualize/tableau"}
+                to={"/guides/visualize/tableau/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<MindsDB></MindsDB>}
                 text={"MindsDB"}
-                to={"/guides/visualize/mindsdb"}
+                to={"/guides/visualize/mindsdb/"}
               />
             </Col>
           </Row>
@@ -544,14 +545,14 @@ const DocsOverview: FC = (): ReactElement => {
               <SmallCard
                 icon={<Stream></Stream>}
                 text={$t("Real-Time CDC Ingestion")}
-                to={"/guides/load-data/continuous-data-pipelines/stream"}
+                to={"/guides/load-data/continuous-data-pipelines/stream/"}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Task></Task>}
                 text={$t("Automated Data Pipelines")}
-                to={"/guides/load-data/continuous-data-pipelines/task"}
+                to={"/guides/load-data/continuous-data-pipelines/task/"}
               />
             </Col>
           </Row>
@@ -579,28 +580,28 @@ const DocsOverview: FC = (): ReactElement => {
               <SmallCard
                 icon={<Contact></Contact>}
                 text={$t("Contact Support")}
-                to={`${homeLink}/contact-us`}
+                to={`${homeLink}/contact-us/`}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<Cases></Cases>}
                 text={$t("Use Cases")}
-                to={`${homeLink}/use-cases`}
+                to={`${homeLink}/use-cases/`}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<FAQ></FAQ>}
                 text={$t("FAQ")}
-                to={`/guides/products/overview/faq`}
+                to={`/guides/products/overview/faq/`}
               />
             </Col>
             <Col {...colLayout}>
               <SmallCard
                 icon={<ChangeLog></ChangeLog>}
                 text={$t("Changelog")}
-                to={`/release-notes`}
+                to={`/release-notes/`}
               />
             </Col>
           </Row>
diff --git a/src/theme/Footer/index.tsx b/src/theme/Footer/index.tsx
index e52533e391..1db1ffa13a 100644
--- a/src/theme/Footer/index.tsx
+++ b/src/theme/Footer/index.tsx
@@ -98,7 +98,7 @@ function Footer() {
               { "@type": "WebPage", "url": "https://www.databend.com/apply/", "name": "Join the Databend Cloud for FREE" },
               { "@type": "WebPage", "url": "https://www.databend.com/contact-us/", "name": "Databend Support" },
               { "@type": "WebPage", "url": "https://www.databend.com/use-cases/", "name": "Databend Use Cases" },
-              { "@type": "WebPage", "url": "https://www.databend.com/blog", "name": "Databend Blog" },
+              { "@type": "WebPage", "url": "https://www.databend.com/blog/", "name": "Databend Blog" },
               { "@type": "WebPage", "url": "https://www.databend.com/about/", "name": "About Databend" },
               { "@type": "WebPage", "url": "https://www.databend.com/download/", "name": "Databend Download" },
               { "@type": "WebPage", "url": "https://www.databend.com/comparison/", "name": "Comparisons between Databend Cloud and Snowflake" },