diff --git a/community-fresh-group-buy-frontend/src/api/modules/order.ts b/community-fresh-group-buy-frontend/src/api/modules/order.ts
index 1b2666e..aa432a4 100644
--- a/community-fresh-group-buy-frontend/src/api/modules/order.ts
+++ b/community-fresh-group-buy-frontend/src/api/modules/order.ts
@@ -57,8 +57,9 @@ export const orderApi = {
         }))
     },
 
-    getList(params?: PageParams & { status?: string }): Promise<ApiResponse<PageResponse<Order>>> {
+    getList(params?: PageParams & { status?: string; userId?: number }): Promise<ApiResponse<PageResponse<Order>>> {
         return request.post<ApiResponse<Record<string, any>>>('/api/order/my-orders', {
+            userId: params?.userId,
             status: orderStatusToCode(params?.status),
             page: params?.page ?? 0,
             size: params?.size ?? 10,
@@ -122,7 +123,7 @@ export const orderApi = {
         return request.delete(`/api/order/${id}`)
     },
 
-    getStatistics(): Promise<ApiResponse<{
+    getStatistics(userId?: number): Promise<ApiResponse<{
         total: number;
         pending: number;
         paid: number;
@@ -130,7 +131,7 @@ export const orderApi = {
         completed: number;
         cancelled: number
     }>> {
-        return request.get<ApiResponse<any>>('/api/order/statistics').then((res) => ({
+        return request.get<ApiResponse<any>>('/api/order/statistics', userId ? {userId} : undefined).then((res) => ({
             ...res,
             data: {
                 total: Number(res.data.totalOrders || 0),
diff --git a/community-fresh-group-buy-frontend/src/components/common/SearchComponent.vue b/community-fresh-group-buy-frontend/src/components/common/SearchComponent.vue
index 48922e6..42d5d2e 100644
--- a/community-fresh-group-buy-frontend/src/components/common/SearchComponent.vue
+++ b/community-fresh-group-buy-frontend/src/components/common/SearchComponent.vue
@@ -58,22 +58,6 @@
           </div>
         </div>
 
-        <!-- 热门搜索 -->
-        <div v-if="!searchQuery" class="search-section">
-          <div class="section-header">
-            <span class="title">热门搜索</span>
-          </div>
-          <div class="tag-list">
-            <el-tag
-                v-for="item in hotSearches"
-                :key="item"
-                @click="selectHot(item)"
-            >
-              {{ item }}
-            </el-tag>
-          </div>
-        </div>
-
         <!-- 搜索建议 -->
         <div v-if="searchQuery && suggestions.length > 0" class="search-suggestions">
           <div class="section-header">
@@ -116,7 +100,7 @@
                     <el-select v-model="advancedForm.category" placeholder="选择分类">
                       <el-option label="全部分类" value=""/>
                       <el-option v-for="item in categories" :key="item" :label="item" :value="item"/>
-                      <el-option label="图书音像" value="books"/>
+                      <!--                      <el-option label="图书音像" value="books"/>-->
                     </el-select>
                   </el-form-item>
                   <el-form-item label="价格区间">
@@ -157,7 +141,7 @@
 </template>
 
 <script lang="ts" setup>
-import {ref, reactive, watch, onMounted} from 'vue'
+import {onMounted, reactive, ref, watch} from 'vue'
 import {useRouter} from 'vue-router'
 import {debounce} from 'lodash-es'
 import {productApi} from '@/api/modules/product'
@@ -172,16 +156,6 @@ const activeCollapse = ref<string[]>([])
 // 搜索历史
 const searchHistory = ref<string[]>([])
 
-// 热门搜索
-const hotSearches = ref([
-  'iPhone 15',
-  'MacBook Pro',
-  '限时活动',
-  'AirPods',
-  '限时特价',
-  '新品上市'
-])
-
 // 搜索建议
 const suggestions = ref<any[]>([])
 const categories = ref<string[]>([])
diff --git a/community-fresh-group-buy-frontend/src/pages/admin/products.vue b/community-fresh-group-buy-frontend/src/pages/admin/products.vue
index 1ca837a..bf9af22 100644
--- a/community-fresh-group-buy-frontend/src/pages/admin/products.vue
+++ b/community-fresh-group-buy-frontend/src/pages/admin/products.vue
@@ -95,7 +95,8 @@
           <template #default="{ row }">
             <el-button text type="primary" @click="openDetail(row.id)">查看</el-button>
             <el-button text type="primary" @click="openEditDialog(row.id)">编辑</el-button>
-            <el-button text type="danger" @click="removeProduct(row)">删除</el-button>
+            <el-button v-if="row.status === 1" text type="danger" @click="removeProduct(row)">下架</el-button>
+            <el-button v-else disabled text type="info">已下架</el-button>
           </template>
         </el-table-column>
       </el-table>
@@ -185,8 +186,8 @@
 
 <script lang="ts" setup>
 import {onMounted, reactive, ref} from 'vue'
-import {ElMessage, ElMessageBox} from 'element-plus'
 import type {FormInstance, FormRules} from 'element-plus'
+import {ElMessage, ElMessageBox} from 'element-plus'
 import dayjs from 'dayjs'
 import ImageUpload from '@/components/common/ImageUpload.vue'
 import SafeImage from '@/components/common/SafeImage.vue'
@@ -207,7 +208,7 @@ const categories = ref<string[]>([])
 const query = reactive({
   keyword: '',
   category: '',
-  status: '' as number | '',
+  status: 1 as number | '',
 })
 
 const pagination = reactive({
@@ -348,12 +349,19 @@ const submitForm = async () => {
 }
 
 const removeProduct = async (row: AdminProductRow) => {
-  await ElMessageBox.confirm(`确定删除商品“${row.name}”吗？`, '删除确认', {
-    type: 'warning',
-  })
-  await adminApi.deleteProduct(row.id)
-  ElMessage.success('商品已删除')
-  await reloadData()
+  try {
+    await ElMessageBox.confirm(`确定下架商品“${row.name}”吗？下架后前台将不再展示该商品，历史订单仍会保留。`, '下架确认', {
+      type: 'warning',
+      confirmButtonText: '确认下架',
+      cancelButtonText: '取消',
+    })
+    await adminApi.deleteProduct(row.id)
+    ElMessage.success('商品已下架')
+    await reloadData()
+  } catch (error: any) {
+    if (error === 'cancel' || error === 'close') return
+    ElMessage.error(error?.message || '商品下架失败')
+  }
 }
 
 const handleSearch = () => {
@@ -364,7 +372,7 @@ const handleSearch = () => {
 const handleReset = () => {
   query.keyword = ''
   query.category = ''
-  query.status = ''
+  query.status = 1
   handleSearch()
 }
 
diff --git a/community-fresh-group-buy-frontend/src/pages/home/index.vue b/community-fresh-group-buy-frontend/src/pages/home/index.vue
index a077e27..19a0b5f 100644
--- a/community-fresh-group-buy-frontend/src/pages/home/index.vue
+++ b/community-fresh-group-buy-frontend/src/pages/home/index.vue
@@ -188,7 +188,7 @@
 </template>
 
 <script lang="ts" setup>
-import {ref, onMounted} from 'vue'
+import {onMounted, ref} from 'vue'
 import {useRouter} from 'vue-router'
 import {ElMessage} from 'element-plus'
 import FlashSaleCard from '@/components/business/FlashSaleCard.vue'
@@ -239,7 +239,7 @@ const categoryIconMap: Record<string, string> = {
   '电子产品': 'Monitor',
   '家电': 'House',
   '服饰鞋包': 'Goods',
-  '图书音像': 'Reading',
+  // '图书音像': 'Reading',
   '食品饮料': 'Coffee',
   '运动户外': 'Trophy',
   '美妆护肤': 'MagicStick',
diff --git a/community-fresh-group-buy-frontend/src/pages/order/index.vue b/community-fresh-group-buy-frontend/src/pages/order/index.vue
index f3a49c3..a2f098c 100644
--- a/community-fresh-group-buy-frontend/src/pages/order/index.vue
+++ b/community-fresh-group-buy-frontend/src/pages/order/index.vue
@@ -156,12 +156,13 @@
 </template>
 
 <script lang="ts" setup>
-import {ref, reactive, onMounted} from 'vue'
+import {onMounted, reactive, ref} from 'vue'
 import {useRouter} from 'vue-router'
 import {ElMessage, ElMessageBox} from 'element-plus'
 import {orderApi} from '@/api/modules/order'
 import {reviewApi} from '@/api/modules/review'
 import {useCartStore} from '@/stores/cart'
+import {useUserStore} from '@/stores/user'
 import type {Order} from '@/types/api'
 import dayjs from 'dayjs'
 import SafeImage from '@/components/common/SafeImage.vue'
@@ -170,6 +171,7 @@ import ReturnDialog from '@/components/business/ReturnDialog.vue'
 
 const router = useRouter()
 const cartStore = useCartStore()
+const userStore = useUserStore()
 
 const loading = ref(false)
 const orders = ref<Order[]>([])
@@ -213,9 +215,17 @@ const getStatusText = (status: string) => ({
 }[status] || status)
 
 const loadOrders = async () => {
+  const currentUserId = userStore.user?.id
+  if (!currentUserId) {
+    ElMessage.warning('请先登录后查看订单')
+    await router.push({path: '/login', query: {redirect: '/orders'}})
+    return
+  }
+
   loading.value = true
   try {
     const res = await orderApi.getList({
+      userId: currentUserId,
       page: pagination.page - 1,
       size: pagination.size,
       status: filters.status || undefined
@@ -236,7 +246,10 @@ const loadOrders = async () => {
 
 const loadStatistics = async () => {
   try {
-    const res = await orderApi.getStatistics()
+    const currentUserId = userStore.user?.id
+    if (!currentUserId) return
+
+    const res = await orderApi.getStatistics(currentUserId)
     if (res.success) {
       orderStats.value[0].count = res.data.total
       orderStats.value[1].count = res.data.pending
diff --git a/src/main/java/com/org/flashsalesystem/controller/AdminController.java b/src/main/java/com/org/flashsalesystem/controller/AdminController.java
index e0b0848..dc0ea08 100644
--- a/src/main/java/com/org/flashsalesystem/controller/AdminController.java
+++ b/src/main/java/com/org/flashsalesystem/controller/AdminController.java
@@ -445,7 +445,7 @@ public class AdminController {
 
             Map<String, Object> response = new HashMap<>();
             response.put("success", true);
-            response.put("message", "商品删除成功");
+            response.put("message", "商品已下架");
 
             return ResponseEntity.ok(response);
         } catch (Exception e) {
diff --git a/src/main/java/com/org/flashsalesystem/controller/ApiController.java b/src/main/java/com/org/flashsalesystem/controller/ApiController.java
index a3ea2fb..14621d0 100644
--- a/src/main/java/com/org/flashsalesystem/controller/ApiController.java
+++ b/src/main/java/com/org/flashsalesystem/controller/ApiController.java
@@ -1,7 +1,6 @@
 package com.org.flashsalesystem.controller;
 
 import com.org.flashsalesystem.dto.FlashSaleDTO;
-import com.org.flashsalesystem.dto.ProductDTO;
 import com.org.flashsalesystem.entity.Product;
 import com.org.flashsalesystem.repository.ProductRepository;
 import com.org.flashsalesystem.service.FlashSaleService;
@@ -18,7 +17,10 @@ import org.springframework.http.ResponseEntity;
 import org.springframework.web.bind.annotation.*;
 
 import javax.servlet.http.HttpServletRequest;
-import java.util.*;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
 
 /**
  * API控制器 - 为Vue前端提供REST接口
@@ -47,7 +49,7 @@ public class ApiController {
         try {
             // 获取前N个商品作为热门商品
             Pageable pageable = PageRequest.of(0, limit, Sort.by(Sort.Direction.DESC, "id"));
-            Page<Product> productPage = productRepository.findAll(pageable);
+            Page<Product> productPage = productRepository.findByStatus(1, pageable);
             
             List<Map<String, Object>> products = new ArrayList<>();
             for (Product product : productPage.getContent()) {
@@ -175,7 +177,7 @@ public class ApiController {
         
         try {
             Pageable pageable = PageRequest.of(page, size, Sort.by(Sort.Direction.DESC, "id"));
-            Page<Product> productPage = productRepository.findAll(pageable);
+            Page<Product> productPage = productRepository.findByStatus(1, pageable);
             
             List<Map<String, Object>> products = new ArrayList<>();
             for (Product product : productPage.getContent()) {
@@ -227,4 +229,4 @@ public class ApiController {
         
         return ResponseEntity.ok(response);
     }
-}
\ No newline at end of file
+}
diff --git a/src/main/java/com/org/flashsalesystem/controller/OrderController.java b/src/main/java/com/org/flashsalesystem/controller/OrderController.java
index 2cbc62d..54169f5 100644
--- a/src/main/java/com/org/flashsalesystem/controller/OrderController.java
+++ b/src/main/java/com/org/flashsalesystem/controller/OrderController.java
@@ -288,9 +288,23 @@ public class OrderController {
      * 获取订单统计信息
      */
     @GetMapping("/statistics")
-    public ResponseEntity<Map<String, Object>> getOrderStatistics() {
+    public ResponseEntity<Map<String, Object>> getOrderStatistics(@RequestParam(required = false) Long userId,
+                                                                  HttpServletRequest request) {
         try {
-            OrderDTO.StatisticsDTO statistics = orderService.getOrderStatistics();
+            UserDTO currentUser = getCurrentUser(request);
+            if (currentUser == null) {
+                return createUnauthorizedResponse();
+            }
+
+            if (userId != null && !userId.equals(currentUser.getId()) && !"ADMIN".equalsIgnoreCase(currentUser.getRole())) {
+                Map<String, Object> response = new HashMap<>();
+                response.put("success", false);
+                response.put("message", "无权限查看此用户订单统计");
+                return ResponseEntity.status(403).body(response);
+            }
+
+            Long targetUserId = userId != null ? userId : currentUser.getId();
+            OrderDTO.StatisticsDTO statistics = orderService.getUserOrderStatistics(targetUserId);
 
             Map<String, Object> response = new HashMap<>();
             response.put("success", true);
@@ -528,15 +542,27 @@ public class OrderController {
     }
 
     private UserDTO getCurrentUser(HttpServletRequest request) {
+        String token = null;
         HttpSession session = request.getSession(false);
-        if (session == null) {
-            return null;
+        if (session != null) {
+            token = (String) session.getAttribute("token");
+        }
+
+        if (token == null || token.trim().isEmpty()) {
+            token = resolveBearerToken(request);
         }
 
-        String token = (String) session.getAttribute("token");
         return userService.getUserByToken(token);
     }
 
+    private String resolveBearerToken(HttpServletRequest request) {
+        String authorization = request.getHeader("Authorization");
+        if (authorization == null || !authorization.startsWith("Bearer ")) {
+            return null;
+        }
+        return authorization.substring("Bearer ".length()).trim();
+    }
+
     /**
      * 获取当前用户ID
      */
diff --git a/src/main/java/com/org/flashsalesystem/controller/ProductController.java b/src/main/java/com/org/flashsalesystem/controller/ProductController.java
index 6263691..e5f0ba2 100644
--- a/src/main/java/com/org/flashsalesystem/controller/ProductController.java
+++ b/src/main/java/com/org/flashsalesystem/controller/ProductController.java
@@ -244,7 +244,7 @@ public class ProductController {
 
             Map<String, Object> response = new HashMap<>();
             response.put("success", success);
-            response.put("message", success ? "商品删除成功" : "商品删除失败");
+            response.put("message", success ? "商品已下架" : "商品下架失败");
 
             return ResponseEntity.ok(response);
         } catch (Exception e) {
diff --git a/src/main/java/com/org/flashsalesystem/service/AdminService.java b/src/main/java/com/org/flashsalesystem/service/AdminService.java
index 9ddef8a..efea4df 100644
--- a/src/main/java/com/org/flashsalesystem/service/AdminService.java
+++ b/src/main/java/com/org/flashsalesystem/service/AdminService.java
@@ -788,14 +788,12 @@ public class AdminService {
         try {
             Optional<Product> productOpt = productRepository.findById(id);
             if (productOpt.isPresent()) {
-                Product product = productOpt.get();
-                // 清理磁盘上的图片文件
-                fileUploadService.deleteProductImage(product.getImageUrl());
-                productService.invalidateProductCaches(id);
-                productService.removeProductStockCache(id);
                 // 清除关联的限时活动缓存
                 invalidateFlashSaleCacheByProductId(id);
-                productRepository.deleteById(id);
+                boolean deleted = productService.deleteProduct(id);
+                if (!deleted) {
+                    throw new RuntimeException("商品删除失败");
+                }
             } else {
                 throw new RuntimeException("商品不存在");
             }
diff --git a/src/main/java/com/org/flashsalesystem/service/OrderService.java b/src/main/java/com/org/flashsalesystem/service/OrderService.java
index 47425fe..56b8670 100644
--- a/src/main/java/com/org/flashsalesystem/service/OrderService.java
+++ b/src/main/java/com/org/flashsalesystem/service/OrderService.java
@@ -7,11 +7,7 @@ import com.org.flashsalesystem.entity.GroupBuyingGroup;
 import com.org.flashsalesystem.entity.Order;
 import com.org.flashsalesystem.entity.OrderItem;
 import com.org.flashsalesystem.entity.UserAddress;
-import com.org.flashsalesystem.repository.GroupBuyingGroupRepository;
-import com.org.flashsalesystem.repository.OrderItemRepository;
-import com.org.flashsalesystem.repository.OrderRepository;
-import com.org.flashsalesystem.repository.ProductRepository;
-import com.org.flashsalesystem.repository.UserAddressRepository;
+import com.org.flashsalesystem.repository.*;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.BeanUtils;
 import org.springframework.beans.factory.annotation.Autowired;
@@ -588,6 +584,61 @@ public class OrderService {
         return statistics;
     }
 
+    /**
+     * 获取用户订单统计信息
+     */
+    public OrderDTO.StatisticsDTO getUserOrderStatistics(Long userId) {
+        if (userId == null) {
+            throw new RuntimeException("用户ID不能为空");
+        }
+
+        List<Order> userOrders = orderRepository.findByUserId(userId);
+        OrderDTO.StatisticsDTO statistics = new OrderDTO.StatisticsDTO();
+
+        statistics.setTotalOrders((long) userOrders.size());
+        statistics.setPendingPaymentOrders(countOrdersByStatus(userOrders, 1));
+        statistics.setPaidOrders(countOrdersByStatus(userOrders, 2));
+        statistics.setShippedOrders(countOrdersByStatus(userOrders, 3));
+        statistics.setCompletedOrders(countOrdersByStatus(userOrders, 4));
+        statistics.setCancelledOrders(countOrdersByStatus(userOrders, 5));
+        statistics.setRefundingOrders(countOrdersByStatus(userOrders, 6));
+        statistics.setRefundedOrders(countOrdersByStatus(userOrders, 7));
+
+        statistics.setNormalOrders(countOrdersByType(userOrders, 1));
+        statistics.setFlashSaleOrders(countOrdersByType(userOrders, 2));
+        statistics.setGroupBuyingOrders(countOrdersByType(userOrders, 3));
+
+        BigDecimal totalAmount = userOrders.stream()
+                .map(Order::getTotalPrice)
+                .filter(Objects::nonNull)
+                .reduce(BigDecimal.ZERO, BigDecimal::add);
+        statistics.setTotalAmount(totalAmount);
+
+        LocalDateTime todayStart = LocalDateTime.now().withHour(0).withMinute(0).withSecond(0);
+        LocalDateTime todayEnd = LocalDateTime.now().withHour(23).withMinute(59).withSecond(59);
+        BigDecimal todayAmount = userOrders.stream()
+                .filter(order -> order.getCreatedAt() != null)
+                .filter(order -> !order.getCreatedAt().isBefore(todayStart) && !order.getCreatedAt().isAfter(todayEnd))
+                .map(Order::getTotalPrice)
+                .filter(Objects::nonNull)
+                .reduce(BigDecimal.ZERO, BigDecimal::add);
+        statistics.setTodayAmount(todayAmount);
+
+        return statistics;
+    }
+
+    private Long countOrdersByStatus(List<Order> orders, Integer status) {
+        return orders.stream()
+                .filter(order -> Objects.equals(order.getStatus(), status))
+                .count();
+    }
+
+    private Long countOrdersByType(List<Order> orders, Integer orderType) {
+        return orders.stream()
+                .filter(order -> Objects.equals(order.getOrderType(), orderType))
+                .count();
+    }
+
     private void createOrderItem(Order order, ProductDTO product, Integer quantity) {
         OrderItem orderItem = new OrderItem();
         orderItem.setOrderId(order.getId());
diff --git a/src/main/java/com/org/flashsalesystem/service/ProductService.java b/src/main/java/com/org/flashsalesystem/service/ProductService.java
index 817c198..ecd2eff 100644
--- a/src/main/java/com/org/flashsalesystem/service/ProductService.java
+++ b/src/main/java/com/org/flashsalesystem/service/ProductService.java
@@ -31,6 +31,7 @@ public class ProductService {
     private static final String PRODUCT_STOCK_PREFIX = "product_stock:";
     private static final String PRODUCT_SALES_RANK = "product_sales_rank";
     private static final String HOT_PRODUCTS_CACHE = "hot_products";
+    private static final String ACTIVE_FLASH_SALES_CACHE = "active_flashsales";
     @Autowired
     private ProductRepository productRepository;
     @Autowired
@@ -474,7 +475,7 @@ public class ProductService {
      */
     private void clearProductListCache() {
         Set<String> listCacheKeys = redisService.keys(PRODUCT_LIST_CACHE_PREFIX + "*");
-        if (!listCacheKeys.isEmpty()) {
+        if (listCacheKeys != null && !listCacheKeys.isEmpty()) {
             redisService.delete(listCacheKeys);
         }
         redisService.delete(HOT_PRODUCTS_CACHE);
@@ -495,8 +496,15 @@ public class ProductService {
         log.info("删除商品: {}", productId);
 
         try {
-            // 删除数据库记录
-            productRepository.deleteById(productId);
+            Optional<Product> productOpt = productRepository.findById(productId);
+            if (!productOpt.isPresent()) {
+                log.warn("删除商品失败，商品不存在: {}", productId);
+                return false;
+            }
+
+            Product product = productOpt.get();
+            product.setStatus(0);
+            productRepository.save(product);
 
             // 删除相关缓存
             String productCacheKey = PRODUCT_CACHE_PREFIX + productId;
@@ -509,8 +517,9 @@ public class ProductService {
 
             // 清除商品列表缓存
             clearProductListCache();
+            redisService.delete(ACTIVE_FLASH_SALES_CACHE);
 
-            log.info("商品删除成功: {}", productId);
+            log.info("商品已下架: {}", productId);
             return true;
         } catch (Exception e) {
             log.error("删除商品失败: {}", productId, e);
diff --git a/src/test/java/com/org/flashsalesystem/service/ProductServiceTest.java b/src/test/java/com/org/flashsalesystem/service/ProductServiceTest.java
new file mode 100644
index 0000000..ffe9177
--- /dev/null
+++ b/src/test/java/com/org/flashsalesystem/service/ProductServiceTest.java
@@ -0,0 +1,71 @@
+package com.org.flashsalesystem.service;
+
+import com.org.flashsalesystem.entity.Product;
+import com.org.flashsalesystem.repository.ProductRepository;
+import org.junit.jupiter.api.DisplayName;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.extension.ExtendWith;
+import org.mockito.InjectMocks;
+import org.mockito.Mock;
+import org.mockito.junit.jupiter.MockitoExtension;
+
+import java.math.BigDecimal;
+import java.util.Collections;
+import java.util.Optional;
+
+import static org.junit.jupiter.api.Assertions.*;
+import static org.mockito.ArgumentMatchers.any;
+import static org.mockito.ArgumentMatchers.anyString;
+import static org.mockito.Mockito.*;
+
+@ExtendWith(MockitoExtension.class)
+@DisplayName("商品服务测试")
+class ProductServiceTest {
+
+    @Mock
+    private ProductRepository productRepository;
+
+    @Mock
+    private RedisService redisService;
+
+    @InjectMocks
+    private ProductService productService;
+
+    @Test
+    @DisplayName("删除商品 - 改为下架以保留历史引用")
+    void deleteProduct_MarksProductInactive() {
+        Product product = new Product();
+        product.setId(1L);
+        product.setName("测试商品");
+        product.setPrice(new BigDecimal("19.90"));
+        product.setStock(10);
+        product.setStatus(1);
+
+        when(productRepository.findById(1L)).thenReturn(Optional.of(product));
+        when(productRepository.save(any(Product.class))).thenAnswer(invocation -> invocation.getArgument(0));
+        when(redisService.keys(anyString())).thenReturn(Collections.emptySet());
+
+        boolean result = productService.deleteProduct(1L);
+
+        assertTrue(result);
+        assertEquals(0, product.getStatus());
+        verify(productRepository).save(product);
+        verify(productRepository, never()).deleteById(1L);
+        verify(redisService).delete("product:" + 1L);
+        verify(redisService).delete("product_stock:" + 1L);
+        verify(redisService).zRem("product_sales_rank", 1L);
+        verify(redisService).delete("active_flashsales");
+    }
+
+    @Test
+    @DisplayName("删除商品 - 商品不存在")
+    void deleteProduct_ProductNotFound() {
+        when(productRepository.findById(404L)).thenReturn(Optional.empty());
+
+        boolean result = productService.deleteProduct(404L);
+
+        assertFalse(result);
+        verify(productRepository, never()).save(any(Product.class));
+        verify(productRepository, never()).deleteById(404L);
+    }
+}