diff --git a/docs-website/docusaurus.config.js b/docs-website/docusaurus.config.js
index 423096544a2f0d..13fc48d390234c 100644
--- a/docs-website/docusaurus.config.js
+++ b/docs-website/docusaurus.config.js
@@ -114,6 +114,16 @@ module.exports = {
           type: "docsVersionDropdown",
           position: "left",
           dropdownActiveClassDisabled: true,
+            dropdownItemsAfter: [
+                {
+                href: "https://docs-website-irpoe2osc-acryldata.vercel.app/docs/",
+                label: "0.11.0",
+                },
+                {
+                href: "https://docs-website-1gv2yzn9d-acryldata.vercel.app/docs/",
+                label: "0.10.5",
+                },
+            ],
         },
       ],
     },
@@ -210,6 +220,17 @@ module.exports = {
       "@docusaurus/preset-classic",
       {
         docs: {
+          lastVersion: "current",
+          versions: {
+            current: {
+              label: "Next",
+              banner: 'none',
+            },
+            "0.12.0": {
+               label: "0.12.0",
+               banner: 'none',
+            },
+          },
           path: "genDocs",
           sidebarPath: require.resolve("./sidebars.js"),
           ...(!isSaas && {
diff --git a/docs-website/src/pages/docs/index.js b/docs-website/src/pages/docs/index.js
index 0edd07267b27ec..11f1b3344a3d8f 100644
--- a/docs-website/src/pages/docs/index.js
+++ b/docs-website/src/pages/docs/index.js
@@ -38,7 +38,7 @@ const deploymentGuideContent = [
   {
     title: "Managed DataHub",
     platformIcon: "acryl",
-    to: "docs/saas",
+    to: "docs/managed-datahub/managed-datahub-overview",
   },
   {
     title: "Docker",
diff --git a/docs-website/versions.json b/docs-website/versions.json
index a66607b67ddd55..725fc7457a6982 100644
--- a/docs-website/versions.json
+++ b/docs-website/versions.json
@@ -1,5 +1,3 @@
 [
-  "0.12.0",
-  "0.11.0",
-  "0.10.5"
+  "0.12.0"
 ]
diff --git a/metadata-ingestion/scripts/docgen.py b/metadata-ingestion/scripts/docgen.py
index 3e4595650d46a5..10679ad770c458 100644
--- a/metadata-ingestion/scripts/docgen.py
+++ b/metadata-ingestion/scripts/docgen.py
@@ -1018,7 +1018,7 @@ def generate(
 - [Acryl Data introduces lineage support and automated propagation of governance information for Snowflake in DataHub](https://blog.datahubproject.io/acryl-data-introduces-lineage-support-and-automated-propagation-of-governance-information-for-339c99536561)
 - [Data in Context: Lineage Explorer in DataHub](https://blog.datahubproject.io/data-in-context-lineage-explorer-in-datahub-a53a9a476dc4)
 - [Harnessing the Power of Data Lineage with DataHub](https://blog.datahubproject.io/harnessing-the-power-of-data-lineage-with-datahub-ad086358dec4)
-- [DataHub Lineage Impact Analysis](https://datahubproject.io/docs/next/act-on-metadata/impact-analysis)
+- [DataHub Lineage Impact Analysis](../../act-on-metadata/impact-analysis.md)
                         """)
 
     print("Lineage Documentation Generation Complete")
diff --git a/metadata-ingestion/src/datahub/ingestion/source/identity/azure_ad.py b/metadata-ingestion/src/datahub/ingestion/source/identity/azure_ad.py
index 5783304da5ef27..7e3ff7d4fb84cb 100644
--- a/metadata-ingestion/src/datahub/ingestion/source/identity/azure_ad.py
+++ b/metadata-ingestion/src/datahub/ingestion/source/identity/azure_ad.py
@@ -189,7 +189,7 @@ class AzureADSource(StatefulIngestionSourceBase):
     would like to take actions like adding them to a group or assigning them a role.
 
     For instructions on how to do configure Azure AD OIDC SSO, please read the documentation
-    [here](https://datahubproject.io/docs/authentication/guides/sso/configure-oidc-react-azure).
+    [here](../../../authentication/guides/sso/configure-oidc-react.md#create-an-application-registration-in-microsoft-azure-portal).
 
     ### Extracting DataHub Users
 
diff --git a/metadata-ingestion/src/datahub/ingestion/source/identity/okta.py b/metadata-ingestion/src/datahub/ingestion/source/identity/okta.py
index c9b0e4d7de4674..c8a1ec580d0121 100644
--- a/metadata-ingestion/src/datahub/ingestion/source/identity/okta.py
+++ b/metadata-ingestion/src/datahub/ingestion/source/identity/okta.py
@@ -215,7 +215,7 @@ class OktaSource(StatefulIngestionSourceBase):
     like to take actions like adding them to a group or assigning them a role.
 
     For instructions on how to do configure Okta OIDC SSO, please read the documentation
-    [here](https://datahubproject.io/docs/authentication/guides/sso/configure-oidc-react-okta).
+    [here](../../../authentication/guides/sso/configure-oidc-react.md#create-an-application-in-okta-developer-console).
 
     ### Extracting DataHub Users