diff --git a/.gitea/workflows/ci-cd.yml b/.gitea/workflows/ci-cd.yml
index 1354e0050..f37437396 100755
--- a/.gitea/workflows/ci-cd.yml
+++ b/.gitea/workflows/ci-cd.yml
@@ -216,7 +216,7 @@ print(f'状态: {"PASS ✅" if line_rate >= 65 else "FAIL ❌"}')
               "header": {
                 "title": {
                   "tag": "plain_text",
-                  "content": "❌ CI 构建失败"
+                  "content": "⚠️ CI告警：构建失败"
                 },
                 "status": "red"
               },
@@ -490,7 +490,7 @@ print(f'状态: {"PASS ✅" if line_rate >= 50 else "FAIL ❌"}')
             "header": {
               "title": {
                 "tag": "plain_text",
-                "content": "🔴 CI 集成测试失败"
+                "content": "⚠️ CI告警：集成测试失败"
               },
               "template": "red"
             },
@@ -627,6 +627,67 @@ EOF
             -w /workspace/apps/web \
             docker.m.daocloud.io/library/node:20 \
             sh -lc 'npx vitest run src/test'
+
+      - name: Notify CI failure
+        if: failure()
+        shell: sh
+        run: |
+          set +e
+          echo "=== CI 失败通知 ==="
+
+          FAILED_JOB="Frontend Lint"
+          BRANCH="${GITHUB_REF_NAME:-unknown}"
+          COMMIT="${GITHUB_SHA:0:8}"
+          ACTOR="${GITHUB_ACTOR:-unknown}"
+          RUN_ID="${GITHUB_RUN_ID:-unknown}"
+          REPO="${GITHUB_REPOSITORY:-unknown}"
+          RUN_URL="https://git.xiaoxiajianji.com/${REPO}/actions/runs/${RUN_ID}"
+
+          PAYLOAD=$(cat <<EOF
+          {
+            "msg_type": "interactive",
+            "card": {
+              "header": {
+                "title": {
+                  "tag": "plain_text",
+                  "content": "⚠️ CI告警：前端Lint失败"
+                },
+                "template": "red"
+              },
+              "elements": [
+                {
+                  "tag": "div",
+                  "text": {
+                    "tag": "lark_md",
+                    "content": "**任务：** Frontend Lint / Vitest\n**分支：** '"${BRANCH}"'\n**提交：** '"${COMMIT}"'\n**提交者：** '"${ACTOR}"'\n**Run ID：** '"${RUN_ID}"'"
+                  }
+                },
+                {
+                  "tag": "action",
+                  "actions": [
+                    {
+                      "tag": "button",
+                      "text": {
+                        "tag": "plain_text",
+                        "content": "查看日志"
+                      },
+                      "url": "'"${RUN_URL}"'",
+                      "type": "danger"
+                    }
+                  ]
+                }
+              ]
+            }
+          }
+          EOF
+          )
+
+          if [ -n "${CI_NOTIFY_WEBHOOK:-}" ]; then
+            curl -s -X POST -H "Content-Type: application/json"               "${CI_NOTIFY_WEBHOOK}"               -d "$PAYLOAD" > /dev/null 2>&1 && echo "通知已发送" || echo "通知发送失败"
+          else
+            echo "未配置 CI_NOTIFY_WEBHOOK，跳过通知"
+          fi
+
   deploy-staging:
     name: Build & Push Staging (Watchtower auto-deploy)
     runs-on: saas
@@ -759,6 +820,127 @@ EOF
         echo "Commit: ${GITHUB_SHA}"
 
 
+      - name: Notify deploy failure
+        if: failure()
+        shell: sh
+        run: |
+          set +e
+          echo "=== 部署失败通知 ==="
+
+          FAILED_JOB="Build & Push Staging"
+          BRANCH="${GITHUB_REF_NAME:-unknown}"
+          COMMIT="${GITHUB_SHA:0:8}"
+          ACTOR="${GITHUB_ACTOR:-unknown}"
+          RUN_ID="${GITHUB_RUN_ID:-unknown}"
+          REPO="${GITHUB_REPOSITORY:-unknown}"
+          RUN_URL="https://git.xiaoxiajianji.com/${REPO}/actions/runs/${RUN_ID}"
+
+          PAYLOAD=$(cat <<EOF
+          {
+            "msg_type": "interactive",
+            "card": {
+              "header": {
+                "title": {
+                  "tag": "plain_text",
+                  "content": "⚠️ CI告警：Staging部署失败"
+                },
+                "template": "red"
+              },
+              "elements": [
+                {
+                  "tag": "div",
+                  "text": {
+                    "tag": "lark_md",
+                    "content": "**任务：** Staging镜像构建与部署\n**分支：** '"${BRANCH}"'\n**提交：** '"${COMMIT}"'\n**提交者：** '"${ACTOR}"'\n**Run ID：** '"${RUN_ID}"'"
+                  }
+                },
+                {
+                  "tag": "action",
+                  "actions": [
+                    {
+                      "tag": "button",
+                      "text": {
+                        "tag": "plain_text",
+                        "content": "查看日志"
+                      },
+                      "url": "'"${RUN_URL}"'",
+                      "type": "danger"
+                    }
+                  ]
+                }
+              ]
+            }
+          }
+          EOF
+          )
+
+          if [ -n "${CI_NOTIFY_WEBHOOK:-}" ]; then
+            curl -s -X POST -H "Content-Type: application/json"               "${CI_NOTIFY_WEBHOOK}"               -d "$PAYLOAD" > /dev/null 2>&1 && echo "通知已发送" || echo "通知发送失败"
+          else
+            echo "未配置 CI_NOTIFY_WEBHOOK，跳过通知"
+          fi
+
+      - name: Notify staging success (镜像已就绪)
+        if: success() && (github.ref_name == 'develop' || github.ref_name == 'main')
+        shell: sh
+        run: |
+          set +e
+          echo "=== Staging 部署成功通知 ==="
+
+          BRANCH="${GITHUB_REF_NAME:-unknown}"
+          COMMIT="${GITHUB_SHA:0:8}"
+          ACTOR="${GITHUB_ACTOR:-unknown}"
+          RUN_ID="${GITHUB_RUN_ID:-unknown}"
+          REPO="${GITHUB_REPOSITORY:-unknown}"
+          RUN_URL="https://git.xiaoxiajianji.com/${REPO}/actions/runs/${RUN_ID}"
+          COMMIT_URL="https://git.xiaoxiajianji.com/${REPO}/commit/${GITHUB_SHA}"
+
+          PAYLOAD=$(cat <<EOF
+          {
+            "msg_type": "interactive",
+            "card": {
+              "header": {
+                "title": {
+                  "tag": "plain_text",
+                  "content": "✅ CI告警：Staging镜像已就绪"
+                },
+                "template": "green"
+              },
+              "elements": [
+                {
+                  "tag": "div",
+                  "text": {
+                    "tag": "lark_md",
+                    "content": "**环境：** Staging\n**状态：** 镜像已推送，Watchtower自动拉取部署中\n**分支：** '"${BRANCH}"'\n**提交：** ['"${COMMIT}"']('"${COMMIT_URL}"')\n**提交者：** '"${ACTOR}"'"
+                  }
+                },
+                {
+                  "tag": "action",
+                  "actions": [
+                    {
+                      "tag": "button",
+                      "text": {
+                        "tag": "plain_text",
+                        "content": "查看流水线"
+                      },
+                      "url": "'"${RUN_URL}"'",
+                      "type": "primary"
+                    }
+                  ]
+                }
+              ]
+            }
+          }
+          EOF
+          )
+
+          if [ -n "${CI_NOTIFY_WEBHOOK:-}" ]; then
+            curl -s -X POST -H "Content-Type: application/json"               "${CI_NOTIFY_WEBHOOK}"               -d "$PAYLOAD" > /dev/null 2>&1 && echo "成功通知已发送" || echo "成功通知发送失败"
+          else
+            echo "未配置 CI_NOTIFY_WEBHOOK，跳过通知"
+          fi
+
+
   staging-e2e:
     name: Staging E2E Tests
     runs-on: saas