diff --git a/backend/internal/modules/listing/admin_filter_sql.go b/backend/internal/modules/listing/admin_filter_sql.go
new file mode 100644
index 0000000..e2225d0
--- /dev/null
+++ b/backend/internal/modules/listing/admin_filter_sql.go
@@ -0,0 +1,73 @@
+package listing
+
+import (
+	"strings"
+
+	"gorm.io/gorm"
+)
+
+// applyAdminAssetSQLFilters 把资产与皮肤条件下推到 MySQL JSON 字段，避免先加载全表再在内存过滤。
+func applyAdminAssetSQLFilters(db *gorm.DB, query AdminListQuery) *gorm.DB {
+	if len(query.Insurance) > 0 {
+		db = db.Where(
+			"JSON_UNQUOTE(JSON_EXTRACT(a.asset_summary, '$.season_insurance')) IN ?",
+			query.Insurance,
+		)
+	}
+	if len(query.Stamina) > 0 {
+		db = db.Where(
+			"JSON_UNQUOTE(JSON_EXTRACT(a.asset_summary, '$.stamina_level')) IN ?",
+			query.Stamina,
+		)
+	}
+	if len(query.Load) > 0 {
+		db = db.Where(
+			"JSON_UNQUOTE(JSON_EXTRACT(a.asset_summary, '$.load_level')) IN ?",
+			query.Load,
+		)
+	}
+
+	// 皮肤名称按 AND 语义过滤；同时选择多款皮肤时必须全部命中。
+	if len(query.SkinName) > 0 {
+		for _, skin := range query.SkinName {
+			skin = strings.TrimSpace(skin)
+			if skin == "" {
+				continue
+			}
+			db = db.Where(
+				"JSON_SEARCH(a.asset_summary, 'one', ?, '!', '$.skin_groups.*') IS NOT NULL",
+				escapeJSONSearchPattern(skin),
+			)
+		}
+		return db
+	}
+
+	if len(query.SkinGroup) > 0 {
+		clauses := make([]string, 0, len(query.SkinGroup))
+		args := make([]any, 0, len(query.SkinGroup))
+		for _, group := range query.SkinGroup {
+			group = strings.TrimSpace(group)
+			if group == "" {
+				continue
+			}
+			clauses = append(clauses, "JSON_LENGTH(JSON_EXTRACT(a.asset_summary, ?)) > 0")
+			args = append(args, jsonMemberPath("$.skin_groups", group))
+		}
+		if len(clauses) == 0 {
+			return db.Where("1 = 0")
+		}
+		db = db.Where("("+strings.Join(clauses, " OR ")+")", args...)
+	}
+	return db
+}
+
+func jsonMemberPath(prefix string, key string) string {
+	escaped := strings.ReplaceAll(key, `\`, `\\`)
+	escaped = strings.ReplaceAll(escaped, `"`, `\"`)
+	return prefix + `."` + escaped + `"`
+}
+
+func escapeJSONSearchPattern(value string) string {
+	replacer := strings.NewReplacer("!", "!!", "%", "!%", "_", "!_")
+	return replacer.Replace(value)
+}
diff --git a/backend/internal/modules/listing/admin_filter_test.go b/backend/internal/modules/listing/admin_filter_test.go
index 8fe65cd..b775505 100644
--- a/backend/internal/modules/listing/admin_filter_test.go
+++ b/backend/internal/modules/listing/admin_filter_test.go
@@ -129,6 +129,65 @@ func TestFilterAdminListingsByMultipleSkinsRequiresAll(t *testing.T) {
 	}
 }
 
+func TestApplyAdminListFiltersPushesAssetFiltersToSQL(t *testing.T) {
+	db := database.NewDryRunDB()
+	repo := &Repository{}
+
+	query := AdminListQuery{
+		Insurance: []string{"3*3"},
+		Stamina:   []string{"7级"},
+		Load:      []string{"7级"},
+	}
+	sql := repo.applyAdminListFilters(db.Table("rental_listings AS l"), query).
+		Find(&[]struct{}{}).Statement.SQL.String()
+
+	for _, fragment := range []string{
+		"JSON_UNQUOTE(JSON_EXTRACT(a.asset_summary, '$.season_insurance')) IN (?)",
+		"JSON_UNQUOTE(JSON_EXTRACT(a.asset_summary, '$.stamina_level')) IN (?)",
+		"JSON_UNQUOTE(JSON_EXTRACT(a.asset_summary, '$.load_level')) IN (?)",
+	} {
+		if !strings.Contains(sql, fragment) {
+			t.Fatalf("期望资产筛选下推 SQL 包含 %q, 实际生成: %s", fragment, sql)
+		}
+	}
+}
+
+func TestApplyAdminListFiltersPushesSkinNameAndGroupFiltersToSQL(t *testing.T) {
+	db := database.NewDryRunDB()
+	repo := &Repository{}
+
+	skinNameSQL := repo.applyAdminListFilters(
+		db.Table("rental_listings AS l"),
+		AdminListQuery{SkinName: []string{"凌霄成卫", "M7棱镜攻势S2"}},
+	).Find(&[]struct{}{}).Statement.SQL.String()
+	if strings.Count(skinNameSQL, "JSON_SEARCH(a.asset_summary") != 2 {
+		t.Fatalf("多皮肤筛选应生成两个 AND 条件, 实际: %s", skinNameSQL)
+	}
+	if !strings.Contains(skinNameSQL, "'$.skin_groups.*'") {
+		t.Fatalf("皮肤名称筛选应遍历全部分组, 实际: %s", skinNameSQL)
+	}
+
+	groupSQL := repo.applyAdminListFilters(
+		db.Table("rental_listings AS l"),
+		AdminListQuery{SkinGroup: []string{"operatorRed", "weapon"}},
+	).Find(&[]struct{}{}).Statement.SQL.String()
+	if !strings.Contains(groupSQL, "JSON_LENGTH(JSON_EXTRACT(a.asset_summary, ?)) > 0") {
+		t.Fatalf("皮肤分组筛选应下推 JSON_LENGTH, 实际: %s", groupSQL)
+	}
+	if !strings.Contains(groupSQL, " OR ") {
+		t.Fatalf("多皮肤分组应使用 OR 语义, 实际: %s", groupSQL)
+	}
+}
+
+func TestAdminAssetFilterHelpers(t *testing.T) {
+	if got := jsonMemberPath("$.skin_groups", `operator"Red`); got != `$.skin_groups."operator\"Red"` {
+		t.Fatalf("jsonMemberPath = %q", got)
+	}
+	if got := escapeJSONSearchPattern(`50%_暗星!`); got != `50!%!_暗星!!` {
+		t.Fatalf("escapeJSONSearchPattern = %q", got)
+	}
+}
+
 func TestApplyAdminListFiltersSmartRouting(t *testing.T) {
 	db := database.NewDryRunDB()
 	repo := &Repository{}
diff --git a/backend/internal/modules/listing/query.go b/backend/internal/modules/listing/query.go
index 797062d..547d717 100644
--- a/backend/internal/modules/listing/query.go
+++ b/backend/internal/modules/listing/query.go
@@ -35,37 +35,6 @@ func (r *Repository) ListAdmin(ctx context.Context, query AdminListQuery) (*Admi
 		pageSize = 100
 	}
 
-	if hasAdminAssetFilters(query) {
-		var rows []listingRow
-		err := r.applyAdminListFilters(r.baseQuery(ctx), query).
-			Order("l.id DESC").
-			Scan(&rows).Error
-		if err != nil {
-			return nil, err
-		}
-		items := filterAdminListings(rowsToDTO(rows), query)
-		total := int64(len(items))
-		start := (page - 1) * pageSize
-		if start < 0 {
-			start = 0
-		}
-		if start >= len(items) {
-			items = []ListingDTO{}
-		} else {
-			end := start + pageSize
-			if end > len(items) {
-				end = len(items)
-			}
-			items = items[start:end]
-		}
-		return &AdminListResult{
-			Items:    items,
-			Total:    total,
-			Page:     page,
-			PageSize: pageSize,
-		}, nil
-	}
-
 	db := r.applyAdminListFilters(r.baseQuery(ctx), query)
 	offset := (page - 1) * pageSize
 	if offset < 0 {
@@ -82,7 +51,12 @@ func (r *Repository) ListAdmin(ctx context.Context, query AdminListQuery) (*Admi
 	if page == 1 && len(rows) < pageSize {
 		total = int64(len(rows))
 	} else {
-		countDB := r.applyAdminListFilters(r.db.WithContext(ctx).Table("rental_listings AS l"), query)
+		countDB := r.applyAdminListFilters(
+			r.db.WithContext(ctx).
+				Table("rental_listings AS l").
+				Joins("JOIN game_accounts AS a ON a.id = l.account_id"),
+			query,
+		)
 		if err := countDB.Count(&total).Error; err != nil {
 			return nil, err
 		}
@@ -149,6 +123,7 @@ func (r *Repository) applyAdminListFilters(db *gorm.DB, query AdminListQuery) *g
 	if query.MaxDeposit != nil {
 		db = db.Where("l.deposit_amount_cent <= ?", yuanToAdminCent(*query.MaxDeposit))
 	}
+	db = applyAdminAssetSQLFilters(db, query)
 	return db
 }
 
diff --git a/frontend/src/features/admin/AdminDisputeDetailDrawer.tsx b/frontend/src/features/admin/AdminDisputeDetailDrawer.tsx
index f3559be..490b95b 100644
--- a/frontend/src/features/admin/AdminDisputeDetailDrawer.tsx
+++ b/frontend/src/features/admin/AdminDisputeDetailDrawer.tsx
@@ -1,11 +1,18 @@
 import { useState } from 'react'
+import { useQueryClient } from '@tanstack/react-query'
 import { App, Button, Image, Input, InputNumber, Modal, Select, Space, Tag, Typography } from 'antd'
 import { CheckCircleOutlined } from '@ant-design/icons'
 
 import { arbitrateAdminDispute } from '@/features/admin/api'
+import { invalidateAdminDashboard } from '@/features/admin/cache'
 import { DetailDrawer, type DetailSection } from '@/features/admin/components/DetailDrawer'
 import { StatusTag } from '@/features/admin/components/StatusTag'
-import { handoffStatusMeta, orderStatusMap, readStatusMeta, settlementStatusMap } from '@/features/admin/labels'
+import {
+  handoffStatusMeta,
+  orderStatusMap,
+  readStatusMeta,
+  settlementStatusMap,
+} from '@/features/admin/labels'
 import {
   allowsAmount,
   arbitrationResultLabel,
@@ -211,6 +218,7 @@ export function AdminDisputeDetailDrawer({
   onUpdated,
 }: AdminDisputeDetailDrawerProps) {
   const { message } = App.useApp()
+  const queryClient = useQueryClient()
   const permissions = useAdminSessionStore(state => state.admin?.permissions)
   const canArbitrate = Boolean(
     permissions?.includes('*') || permissions?.includes('dispute:arbitrate')
@@ -234,7 +242,8 @@ export function AdminDisputeDetailDrawer({
     )
     setCoinM(dispute.checkout_coin_consumed_m ?? null)
     setConsumableYuan(
-      (dispute.checkout_consumable_amount_cent ?? dispute.extra_item_original_amount_cent ?? 0) / 100
+      (dispute.checkout_consumable_amount_cent ?? dispute.extra_item_original_amount_cent ?? 0) /
+        100
     )
     setModalOpen(true)
   }
@@ -277,7 +286,7 @@ export function AdminDisputeDetailDrawer({
         remark: text,
         amount_cent:
           allowsAmount(result) && amountYuan != null ? Math.round(amountYuan * 100) : undefined,
-        actual_coin_consumed_m: usesActualCheckout(result) ? coinM ?? undefined : undefined,
+        actual_coin_consumed_m: usesActualCheckout(result) ? (coinM ?? undefined) : undefined,
         actual_consumable_amount_cent: usesActualCheckout(result)
           ? Math.round((consumableYuan ?? 0) * 100)
           : undefined,
@@ -285,6 +294,7 @@ export function AdminDisputeDetailDrawer({
       message.success('仲裁结果已保存')
       setModalOpen(false)
       onUpdated(updated)
+      void invalidateAdminDashboard(queryClient)
     } catch (error) {
       const text =
         error && typeof error === 'object' && 'response' in error
@@ -299,7 +309,8 @@ export function AdminDisputeDetailDrawer({
     }
   }
 
-  const canHandle = dispute != null && ['open', 'processing'].includes(dispute.status) && canArbitrate
+  const canHandle =
+    dispute != null && ['open', 'processing'].includes(dispute.status) && canArbitrate
   const showAmount = allowsAmount(result)
   const showActual = usesActualCheckout(result)
 
@@ -312,8 +323,7 @@ export function AdminDisputeDetailDrawer({
         subtitle={
           dispute ? (
             <span>
-              {dispute.order_no} · {disputeTypeLabel(dispute.type)} ·{' '}
-              {initiatorLabel(dispute)}
+              {dispute.order_no} · {disputeTypeLabel(dispute.type)} · {initiatorLabel(dispute)}
             </span>
           ) : null
         }
@@ -331,11 +341,7 @@ export function AdminDisputeDetailDrawer({
           dispute ? (
             <Space wrap>
               {canHandle ? (
-                <Button
-                  type="primary"
-                  icon={<CheckCircleOutlined />}
-                  onClick={openArbitration}
-                >
+                <Button type="primary" icon={<CheckCircleOutlined />} onClick={openArbitration}>
                   提交仲裁
                 </Button>
               ) : null}
@@ -360,7 +366,8 @@ export function AdminDisputeDetailDrawer({
       >
         {dispute ? (
           <Typography.Paragraph type="secondary">
-            订单 {dispute.order_no}，申诉 #{dispute.id}。裁决会立即影响订单、钱包与商品状态，请核对后提交。
+            订单 {dispute.order_no}，申诉 #{dispute.id}
+            。裁决会立即影响订单、钱包与商品状态，请核对后提交。
           </Typography.Paragraph>
         ) : null}
 
@@ -395,9 +402,7 @@ export function AdminDisputeDetailDrawer({
                   precision={2}
                   value={consumableYuan}
                   addonBefore="¥"
-                  onChange={value =>
-                    setConsumableYuan(typeof value === 'number' ? value : null)
-                  }
+                  onChange={value => setConsumableYuan(typeof value === 'number' ? value : null)}
                 />
               </div>
             </>
diff --git a/frontend/src/features/admin/AdminListingDetailDrawer.tsx b/frontend/src/features/admin/AdminListingDetailDrawer.tsx
index d267941..943b8e5 100644
--- a/frontend/src/features/admin/AdminListingDetailDrawer.tsx
+++ b/frontend/src/features/admin/AdminListingDetailDrawer.tsx
@@ -1,16 +1,7 @@
 import { useState } from 'react'
 import { useQuery, useQueryClient } from '@tanstack/react-query'
 import axios from 'axios'
-import {
-  App,
-  Button,
-  Image,
-  Input,
-  Modal,
-  Space,
-  Tag,
-  Typography,
-} from 'antd'
+import { App, Button, Image, Input, Modal, Space, Tag, Typography } from 'antd'
 import { CopyOutlined, DownOutlined, StopOutlined, WarningOutlined } from '@ant-design/icons'
 
 import {
@@ -20,6 +11,7 @@ import {
   offlineAdminListing,
   rejectAdminListing,
 } from '@/features/admin/api'
+import { invalidateAdminDashboard } from '@/features/admin/cache'
 import { DetailDrawer, type DetailSection } from '@/features/admin/components/DetailDrawer'
 import { StatusTag } from '@/features/admin/components/StatusTag'
 import { handoffModeMap, readStatusMeta, settlementModeMap } from '@/features/admin/labels'
@@ -78,8 +70,16 @@ function buildSections(listing: AdminListing): DetailSection[] {
       key: 'overview',
       title: '商品概览',
       fields: [
-        { key: 'listing_no', label: '商品编号', value: <span className="admin-mono">{listing.listing_no}</span> },
-        { key: 'status', label: '商品状态', value: <StatusTag meta={listingStatusMeta(listing.status)} /> },
+        {
+          key: 'listing_no',
+          label: '商品编号',
+          value: <span className="admin-mono">{listing.listing_no}</span>,
+        },
+        {
+          key: 'status',
+          label: '商品状态',
+          value: <StatusTag meta={listingStatusMeta(listing.status)} />,
+        },
         {
           key: 'review_status',
           label: '审核状态',
@@ -185,9 +185,7 @@ function buildSections(listing: AdminListing): DetailSection[] {
         {
           key: 'reason',
           label: '审核意见',
-          value: (
-            <div className="admin-detail__pre">{listing.review_reason || '暂无审核意见'}</div>
-          ),
+          value: <div className="admin-detail__pre">{listing.review_reason || '暂无审核意见'}</div>,
           span: 2,
         },
         {
@@ -212,7 +210,8 @@ function buildSections(listing: AdminListing): DetailSection[] {
   }
 
   if (listing.screenshot_urls.length > 0 || listing.cover_url) {
-    const images = listing.screenshot_urls.length > 0 ? listing.screenshot_urls : [listing.cover_url]
+    const images =
+      listing.screenshot_urls.length > 0 ? listing.screenshot_urls : [listing.cover_url]
     sections.push({
       key: 'screenshots',
       title: '商品截图',
@@ -273,6 +272,7 @@ export function AdminListingDetailDrawer({
     await query.refetch()
     await queryClient.invalidateQueries({ queryKey: ['admin-listings'] })
     await queryClient.invalidateQueries({ queryKey: ['admin-pending-listings'] })
+    await invalidateAdminDashboard(queryClient)
     onChanged?.()
   }
 
@@ -345,7 +345,9 @@ export function AdminListingDetailDrawer({
     !['offline', 'completed', 'sealed'].includes(listing.status) &&
     can('listing:offline')
   const canMarkAbnormal =
-    listing != null && !['abnormal', 'completed', 'sealed'].includes(listing.status) && can('listing:offline')
+    listing != null &&
+    !['abnormal', 'completed', 'sealed'].includes(listing.status) &&
+    can('listing:offline')
 
   const actionCopyItem = reasonAction ? actionCopy[reasonAction] : null
 
@@ -398,7 +400,11 @@ export function AdminListingDetailDrawer({
                 标记异常
               </Button>
             ) : null}
-            <Button icon={<CopyOutlined />} onClick={() => void copyListingNo()} disabled={!listing}>
+            <Button
+              icon={<CopyOutlined />}
+              onClick={() => void copyListingNo()}
+              disabled={!listing}
+            >
               复制编号
             </Button>
             <Button onClick={onClose}>关闭</Button>
diff --git a/frontend/src/features/admin/AdminRefundReviewPage.tsx b/frontend/src/features/admin/AdminRefundReviewPage.tsx
index 4fd9ec5..bb72f77 100644
--- a/frontend/src/features/admin/AdminRefundReviewPage.tsx
+++ b/frontend/src/features/admin/AdminRefundReviewPage.tsx
@@ -1,18 +1,29 @@
 import { useState } from 'react'
 import { useQuery, useQueryClient } from '@tanstack/react-query'
-import { Alert, App, Button, Modal, Radio, Space, Tag, Typography, type TableColumnsType } from 'antd'
+import {
+  Alert,
+  App,
+  Button,
+  Modal,
+  Radio,
+  Space,
+  Tag,
+  Typography,
+  type TableColumnsType,
+} from 'antd'
 import { EyeOutlined, ReloadOutlined } from '@ant-design/icons'
 
-import { approveAdminRefund, fetchPendingRefundOrders, rejectAdminRefund } from '@/features/admin/api'
+import {
+  approveAdminRefund,
+  fetchPendingRefundOrders,
+  rejectAdminRefund,
+} from '@/features/admin/api'
 import { AdminOrderDetailDrawer } from '@/features/admin/AdminOrderDetailDrawer'
+import { invalidateAdminDashboard } from '@/features/admin/cache'
 import { AdminPageHeader } from '@/features/admin/components/AdminPageHeader'
 import { DataTable } from '@/features/admin/components/DataTable'
 import { StatusTag } from '@/features/admin/components/StatusTag'
-import {
-  handoffStatusMeta,
-  orderStatusMap,
-  readStatusMeta,
-} from '@/features/admin/labels'
+import { handoffStatusMeta, orderStatusMap, readStatusMeta } from '@/features/admin/labels'
 import type { AdminOrderDetail } from '@/features/admin/types'
 import { useAdminSessionStore } from '@/stores/adminSession'
 import { formatDateTime, formatMoney, formatText } from '@/shared/utils/format'
@@ -137,7 +148,7 @@ export function AdminRefundReviewPage() {
   const refreshAll = async () => {
     await query.refetch()
     await queryClient.invalidateQueries({ queryKey: ['admin-orders'] })
-    await queryClient.invalidateQueries({ queryKey: ['admin-dashboard'] })
+    await invalidateAdminDashboard(queryClient)
   }
 
   const openDetail = (row: AdminOrderDetail) => {
@@ -174,7 +185,9 @@ export function AdminRefundReviewPage() {
     setSubmitting(true)
     try {
       await rejectAdminRefund(rejectOrder.id, rejectMode)
-      message.success(rejectMode === 'restore' ? '退款已驳回，订单恢复待交接' : '退款已驳回，订单已关闭')
+      message.success(
+        rejectMode === 'restore' ? '退款已驳回，订单恢复待交接' : '退款已驳回，订单已关闭'
+      )
       setRejectOrder(null)
       await refreshAll()
     } catch (error) {
@@ -185,7 +198,8 @@ export function AdminRefundReviewPage() {
   }
 
   const columns = buildColumns(openDetail, approve, openReject, canClose, canView)
-  const errorText = query.error instanceof Error ? query.error.message : '请稍后重试或重新登录后台。'
+  const errorText =
+    query.error instanceof Error ? query.error.message : '请稍后重试或重新登录后台。'
 
   return (
     <div className="admin-page">
@@ -200,7 +214,11 @@ export function AdminRefundReviewPage() {
           </Space>
         }
         extra={
-          <Button icon={<ReloadOutlined />} onClick={() => void query.refetch()} loading={query.isFetching}>
+          <Button
+            icon={<ReloadOutlined />}
+            onClick={() => void query.refetch()}
+            loading={query.isFetching}
+          >
             刷新队列
           </Button>
         }
diff --git a/frontend/src/features/admin/AdminWithdrawalDetailDrawer.tsx b/frontend/src/features/admin/AdminWithdrawalDetailDrawer.tsx
index 07e709b..174d721 100644
--- a/frontend/src/features/admin/AdminWithdrawalDetailDrawer.tsx
+++ b/frontend/src/features/admin/AdminWithdrawalDetailDrawer.tsx
@@ -1,5 +1,5 @@
 import { useState } from 'react'
-import { useQuery } from '@tanstack/react-query'
+import { useQuery, useQueryClient } from '@tanstack/react-query'
 import { App, Button, Image, Input, Modal, Space, Tag, Typography } from 'antd'
 import { CheckOutlined, CloseOutlined, WalletOutlined } from '@ant-design/icons'
 
@@ -8,6 +8,7 @@ import {
   fetchAdminWithdrawal,
   reviewAdminWithdrawal,
 } from '@/features/admin/api'
+import { invalidateAdminDashboard } from '@/features/admin/cache'
 import { DetailDrawer, type DetailSection } from '@/features/admin/components/DetailDrawer'
 import { StatusTag } from '@/features/admin/components/StatusTag'
 import { readStatusMeta, withdrawalStatusMap } from '@/features/admin/labels'
@@ -51,7 +52,11 @@ function buildSections(item: AdminWithdrawal): DetailSection[] {
           label: '提现状态',
           value: <StatusTag meta={readStatusMeta(withdrawalStatusMap, item.status)} />,
         },
-        { key: 'user', label: '用户', value: `${item.user_nickname || '未设置昵称'} · ${item.user_phone}` },
+        {
+          key: 'user',
+          label: '用户',
+          value: `${item.user_nickname || '未设置昵称'} · ${item.user_phone}`,
+        },
         { key: 'user_id', label: '用户 ID', value: `UID ${item.user_id}` },
         {
           key: 'site',
@@ -103,7 +108,12 @@ function buildSections(item: AdminWithdrawal): DetailSection[] {
         { key: 'review_remark', label: '审核备注', value: formatText(item.review_remark), span: 2 },
         { key: 'paid_by', label: '打款人', value: formatText(item.paid_by_name) },
         { key: 'paid_at', label: '打款时间', value: formatDateTime(item.paid_at) },
-        { key: 'payment_remark', label: '打款备注', value: formatText(item.payment_remark), span: 2 },
+        {
+          key: 'payment_remark',
+          label: '打款备注',
+          value: formatText(item.payment_remark),
+          span: 2,
+        },
         {
           key: 'proof',
           label: '打款凭证',
@@ -167,6 +177,7 @@ export function AdminWithdrawalDetailDrawer({
   onChanged,
 }: AdminWithdrawalDetailDrawerProps) {
   const { message } = App.useApp()
+  const queryClient = useQueryClient()
   const permissions = useAdminSessionStore(state => state.admin?.permissions)
   const can = (code: string) => Boolean(permissions?.includes('*') || permissions?.includes(code))
   const [action, setAction] = useState<WithdrawalAction | null>(null)
@@ -216,6 +227,7 @@ export function AdminWithdrawalDetailDrawer({
       }
       setAction(null)
       await query.refetch()
+      await invalidateAdminDashboard(queryClient)
       onChanged?.()
     } catch (error) {
       const text =
@@ -278,11 +290,7 @@ export function AdminWithdrawalDetailDrawer({
                 </>
               ) : null}
               {canPay ? (
-                <Button
-                  type="primary"
-                  icon={<WalletOutlined />}
-                  onClick={() => openAction('pay')}
-                >
+                <Button type="primary" icon={<WalletOutlined />} onClick={() => openAction('pay')}>
                   确认已打款
                 </Button>
               ) : null}
@@ -308,8 +316,8 @@ export function AdminWithdrawalDetailDrawer({
         {item ? (
           <Typography.Paragraph>
             提现单 {item.withdraw_no}，申请 {formatMoney(item.amount_cent)}，到账{' '}
-            {formatMoney(item.actual_amount_cent)}，收款人 {item.account_name}（
-            {item.account_no}）。
+            {formatMoney(item.actual_amount_cent)}，收款人 {item.account_name}（{item.account_no}
+            ）。
           </Typography.Paragraph>
         ) : null}
         <Input.TextArea
diff --git a/frontend/src/features/admin/cache.ts b/frontend/src/features/admin/cache.ts
new file mode 100644
index 0000000..991d7bf
--- /dev/null
+++ b/frontend/src/features/admin/cache.ts
@@ -0,0 +1,9 @@
+import type { QueryClient } from '@tanstack/react-query'
+
+/**
+ * 后台写操作统一失效工作台缓存。
+ * 商品审核、订单处理、退款、提现、申诉等操作都会改变看板数字，写成功后调用。
+ */
+export function invalidateAdminDashboard(queryClient: QueryClient) {
+  return queryClient.invalidateQueries({ queryKey: ['admin-dashboard'] })
+}