diff --git a/src/views/Community/components/DynamicNewsCard.js b/src/views/Community/components/DynamicNewsCard.js
index 4977b870..94c30b82 100644
--- a/src/views/Community/components/DynamicNewsCard.js
+++ b/src/views/Community/components/DynamicNewsCard.js
@@ -24,6 +24,7 @@ import EventScrollList from './DynamicNewsCard/EventScrollList';
 import DynamicNewsDetailPanel from './DynamicNewsDetail';
 import UnifiedSearchBox from './UnifiedSearchBox';
 import { fetchDynamicNews, toggleEventFollow, selectEventFollowStatus } from '../../../store/slices/communityDataSlice';
+import { logger } from '../../../utils/logger';
 
 /**
  * 分页逻辑自定义 Hook
@@ -70,7 +71,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
     const expectedCount = Math.min(pageSize, total - targetPageStartIndex);
     const isTargetPageCached = validTargetData.length >= expectedCount;
 
-    console.log('[checkTargetPageCache] 目标页缓存检查', {
+    logger.debug('DynamicNewsCard', '目标页缓存检查', {
       targetPage,
       targetPageStartIndex,
       targetPageEndIndex,
@@ -114,7 +115,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
       preloadRange = [targetPage];
     }
 
-    console.log('[calculatePreloadRange] 计算预加载范围', {
+    logger.debug('DynamicNewsCard', '计算预加载范围', {
       targetPage,
       fromPage,
       isSequentialNavigation,
@@ -136,7 +137,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
 
       // 如果该页超出数组范围，说明未缓存
       if (pageEndIndex > allCachedEvents.length) {
-        console.log(`[findMissingPages] 页面${page}超出数组范围`, {
+        logger.debug('DynamicNewsCard', `页面${page}超出数组范围`, {
           pageStartIndex,
           pageEndIndex,
           allCachedEventsLength: allCachedEvents.length
@@ -150,7 +151,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
       const expectedCount = Math.min(pageSize, total - pageStartIndex);
       const hasNullOrIncomplete = validData.length < expectedCount;
 
-      console.log(`[findMissingPages] 页面${page}检查`, {
+      logger.debug('DynamicNewsCard', `页面${page}数据检查`, {
         pageStartIndex,
         pageEndIndex,
         pageDataLength: pageData.length,
@@ -162,7 +163,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
       return hasNullOrIncomplete;
     });
 
-    console.log('[findMissingPages] 缺失页面检测完成', {
+    logger.debug('DynamicNewsCard', '缺失页面检测完成', {
       preloadRange,
       missingPages,
       missingPagesCount: missingPages.length
@@ -185,7 +186,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
     }
 
     try {
-      console.log(`[loadPages] 开始加载`, {
+      logger.debug('DynamicNewsCard', '开始加载页面数据', {
         missingPages,
         targetPage,
         silentMode,
@@ -194,7 +195,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
 
       // 拆分为单页请求，避免 per_page 动态值导致后端返回空数据
       for (const page of missingPages) {
-        console.log(`[loadPages] 开始加载第 ${page} 页`);
+        logger.debug('DynamicNewsCard', `开始加载第 ${page} 页`);
 
         await dispatch(fetchDynamicNews({
           page: page,
@@ -203,17 +204,21 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
           clearCache: false
         })).unwrap();
 
-        console.log(`[loadPages] 第 ${page} 页加载完成`);
+        logger.debug('DynamicNewsCard', `第 ${page} 页加载完成`);
       }
 
-      console.log('[loadPages] 所有页面加载完成', {
+      logger.debug('DynamicNewsCard', '所有页面加载完成', {
         missingPages,
         silentMode
       });
 
       return true;
     } catch (error) {
-      console.error('[loadPages] 加载失败', error);
+      logger.error('DynamicNewsCard', 'loadPages', error, {
+        targetPage,
+        silentMode,
+        missingPages
+      });
 
       if (!silentMode) {
         // 非静默模式下显示错误提示
@@ -239,7 +244,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
   // 翻页处理（智能预加载）- 使用子函数重构
   const handlePageChange = useCallback(async (newPage) => {
     // 🔍 诊断日志 - 记录翻页开始状态
-    console.log('[handlePageChange] 开始翻页', {
+    logger.debug('DynamicNewsCard', '开始翻页', {
       currentPage,
       newPage,
       pageSize,
@@ -262,7 +267,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
     // 步骤4: 根据情况加载数据
     if (isTargetPageCached && missingPages.length > 0 && hasMore) {
       // 场景A: 目标页已缓存，立即切换，后台静默预加载其他页
-      console.log('[handlePageChange] 目标页已缓存，立即切换 + 后台预加载', {
+      logger.debug('DynamicNewsCard', '目标页已缓存，立即切换 + 后台预加载', {
         currentPage,
         newPage,
         缺失页面: missingPages
@@ -272,7 +277,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
       await loadPages(missingPages, newPage, true); // 静默模式
     } else if (missingPages.length > 0 && hasMore) {
       // 场景B: 目标页未缓存，显示 loading 并等待加载完成
-      console.log('[handlePageChange] 目标页未缓存，显示 loading', {
+      logger.debug('DynamicNewsCard', '目标页未缓存，显示 loading', {
         currentPage,
         newPage,
         缺失页面: missingPages
@@ -284,7 +289,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
       }
     } else if (missingPages.length === 0) {
       // 场景C: 所有页面均已缓存，直接切换
-      console.log('[handlePageChange] 无需加载，直接切换', {
+      logger.debug('DynamicNewsCard', '无需加载，直接切换', {
         currentPage,
         newPage,
         reason: '所有页面均已缓存'
@@ -293,7 +298,7 @@ const usePagination = ({ allCachedEvents, total, cachedCount, dispatch, toast })
       setCurrentPage(newPage);
     } else {
       // 场景D: 意外分支（有缺失页面但 hasMore=false）
-      console.warn('[handlePageChange] 意外分支：有缺失页面但无法加载', {
+      logger.warn('DynamicNewsCard', '意外分支：有缺失页面但无法加载', {
         missingPages,
         hasMore,
         currentPage,