diff --git a/.gitea/workflows/ci-cd.yml b/.gitea/workflows/ci-cd.yml
index 7eb1eb01e..ae28fd604 100755
--- a/.gitea/workflows/ci-cd.yml
+++ b/.gitea/workflows/ci-cd.yml
@@ -400,52 +400,24 @@ jobs:
   staging-e2e:
     name: Staging E2E Tests
     runs-on: saas
+    container: mcr.microsoft.com/playwright:v1.45.0-jammy
     if: github.ref_name == 'develop' || github.ref_name == 'main'
     needs: deploy-staging
 
     steps:
-    - name: Install SSH client
-      shell: sh
-      run: |
-        set -eu
-        apt-get update -qq && apt-get install -y -qq openssh-client >/dev/null 2>&1
-        echo "openssh-client installed"
+    - name: Checkout
+      uses: actions/checkout@v4
 
-    - name: Run Playwright E2E on staging server
-      shell: sh
+    - name: Run Playwright E2E on staging
+      working-directory: apps/web
       env:
-        STAGING_SSH_HOST: ${{ secrets.STAGING_SSH_HOST }}
-        STAGING_SSH_USER: ${{ secrets.STAGING_SSH_USER }}
-        STAGING_SSH_KEY: ${{ secrets.STAGING_SSH_KEY }}
+        E2E_BASE_URL: https://staging.xiaoxiajianji.com
+        E2E_API_BASE: https://staging-api.xiaoxiajianji.com/api/v1
+        E2E_BROWSER_CHANNEL: chromium
       run: |
         set -eu
-        staging_host="${STAGING_SSH_HOST:-47.98.113.167}"
-        staging_user="${STAGING_SSH_USER:-root}"
-        if [ -f /root/.ssh/xiaoxia_runtime_builder ]; then
-          key_path="/root/.ssh/xiaoxia_runtime_builder"
-        elif [ -n "${STAGING_SSH_KEY:-}" ]; then
-          key_path="$HOME/.ssh/id_ed25519"
-          printf '%s\n' "$STAGING_SSH_KEY" > "$key_path"
-          chmod 600 "$key_path"
-        else
-          echo "ERROR: No SSH key available"
-          exit 1
-        fi
-        ssh-keyscan -H "$staging_host" >> ~/.ssh/known_hosts
-
-        # 在业务服务器上跑 Playwright E2E（用 host 网络访问 staging 3001/8000 端口）
-        ssh -i "$key_path" "$staging_user@$staging_host" '
-          cd /var/lib/xiaoxia-saas-staging/repo
-          docker run --rm \
-            -e E2E_BASE_URL=http://127.0.0.1:3001 \
-            -e E2E_API_BASE=http://127.0.0.1:8000/api/v1 \
-            -e E2E_BROWSER_CHANNEL=chromium \
-            -v "$PWD:/workspace" \
-            -w /workspace/apps/web \
-            --network host \
-            mcr.microsoft.com/playwright:v1.45.0-jammy \
-            sh -lc "npm ci && npx playwright test --reporter=line --project=chromium"
-        '
+        npm ci
+        npx playwright test --reporter=line --project=chromium
 
   build-production-runtime-images:
     name: Build Production Runtime Images