diff --git a/docker/Dockerfile b/docker/Dockerfile
index 5885659c80..9cd85e896a 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -121,6 +121,10 @@ RUN \
   -e "s/(\"Last Commit\": \"(.+)\")/\1, \"Build Time\": \"$now\"/" && \
   cat packages/app/src/build-metadata.json; echo
 
+# Replace ${RHDH_DOCS_VERSION:-latest} placeholder with actual version (major.minor) from package.json
+RUN RHDH_DOCS_VERSION=$(node -p "require('./package.json').version.split('.').slice(0,2).join('.')") && \
+  sed -i "s/\${RHDH_DOCS_VERSION:-latest}/$RHDH_DOCS_VERSION/g" dynamic-plugins.default.yaml
+
 # suppress git warnings about dubious ownership in repository at '/opt/app-root/src' when building
 RUN echo "=== YARN BUILD ==="; FAILED=0; \
   git config --global --add safe.directory /opt/app-root/src; \
diff --git a/dynamic-plugins.default.yaml b/dynamic-plugins.default.yaml
index ad1c59be2c..a7e6ca4d00 100644
--- a/dynamic-plugins.default.yaml
+++ b/dynamic-plugins.default.yaml
@@ -504,7 +504,7 @@ plugins:
         cta:
           text: Learn more
           textKey: steps.setupAuthentication.ctaTitle
-          link: https://docs.redhat.com/en/documentation/red_hat_developer_hub/latest/html/authentication_in_red_hat_developer_hub/
+          link: https://docs.redhat.com/en/documentation/red_hat_developer_hub/${RHDH_DOCS_VERSION}/html/authentication_in_red_hat_developer_hub/
       - title: Configure RBAC
         titleKey: steps.configureRbac.title
         icon: Rbac
@@ -524,7 +524,7 @@ plugins:
         cta:
           text: Learn more
           textKey: steps.configureGit.ctaTitle
-          link: https://docs.redhat.com/en/documentation/red_hat_developer_hub/latest/html/integrating_red_hat_developer_hub_with_github/
+          link: https://docs.redhat.com/en/documentation/red_hat_developer_hub/${RHDH_DOCS_VERSION}/html/integrating_red_hat_developer_hub_with_github/
       - title: Manage plugins
         titleKey: steps.managePlugins.title
         icon: Plugins
diff --git a/e2e-tests/playwright/e2e/plugins/quick-start.spec.ts b/e2e-tests/playwright/e2e/plugins/quick-start.spec.ts
index 62ec45f4ac..7732cd905a 100644
--- a/e2e-tests/playwright/e2e/plugins/quick-start.spec.ts
+++ b/e2e-tests/playwright/e2e/plugins/quick-start.spec.ts
@@ -42,17 +42,19 @@ test.describe("Test Quick Start plugin", () => {
     await uiHelper.verifyText("We'll guide you through a few quick steps");
     await uiHelper.verifyText("Not started");
     await uiHelper.clickButtonByText("Set up authentication");
+    // URL version is replaced at build time from package.json (e.g., "1.9")
     await uiHelper.verifyButtonURL(
       "Learn more",
-      "https://docs.redhat.com/en/documentation/red_hat_developer_hub/latest/html/authentication_in_red_hat_developer_hub/",
+      "docs.redhat.com/en/documentation/red_hat_developer_hub/",
       { exact: false },
     );
     await uiHelper.clickButtonByText("Configure RBAC");
     await uiHelper.verifyButtonURL("Manage access", "/rbac");
     await uiHelper.clickButtonByText("Configure Git");
+    // URL version is replaced at build time from package.json (e.g., "1.9")
     await uiHelper.verifyButtonURL(
       "Learn more",
-      "https://docs.redhat.com/en/documentation/red_hat_developer_hub/latest/html/integrating_red_hat_developer_hub_with_github/",
+      "docs.redhat.com/en/documentation/red_hat_developer_hub/",
       { exact: false },
     );
     await uiHelper.clickButtonByText("Manage plugins");