diff --git a/backend/src/main/java/com/openisle/controller/TagController.java b/backend/src/main/java/com/openisle/controller/TagController.java
index b5a388849..58161359b 100644
--- a/backend/src/main/java/com/openisle/controller/TagController.java
+++ b/backend/src/main/java/com/openisle/controller/TagController.java
@@ -80,7 +80,18 @@ public class TagController {
     @ApiResponse(responseCode = "200", description = "List of tags",
             content = @Content(array = @ArraySchema(schema = @Schema(implementation = TagDto.class))))
     public List<TagDto> list(@RequestParam(value = "keyword", required = false) String keyword,
-                             @RequestParam(value = "limit", required = false) Integer limit) {
+                             @RequestParam(value = "limit", required = false) Integer limit,
+                             @RequestParam(value = "page", required = false) Integer page,
+                             @RequestParam(value = "pageSize", required = false) Integer pageSize) {
+        if (page != null && pageSize != null) {
+            var tagPage = tagService.searchTags(keyword, page, pageSize);
+            List<Tag> tags = tagPage.getContent();
+            List<Long> tagIds = tags.stream().map(Tag::getId).toList();
+            Map<Long, Long> postCntByTagIds = postService.countPostsByTagIds(tagIds);
+            return tags.stream()
+                    .map(t -> tagMapper.toDto(t, postCntByTagIds.getOrDefault(t.getId(), 0L)))
+                    .collect(Collectors.toList());
+        }
         List<Tag> tags = tagService.searchTags(keyword);
         List<Long> tagIds = tags.stream().map(Tag::getId).toList();
         Map<Long, Long> postCntByTagIds = postService.countPostsByTagIds(tagIds);
diff --git a/backend/src/main/java/com/openisle/repository/TagRepository.java b/backend/src/main/java/com/openisle/repository/TagRepository.java
index 1e2868437..c89da035c 100644
--- a/backend/src/main/java/com/openisle/repository/TagRepository.java
+++ b/backend/src/main/java/com/openisle/repository/TagRepository.java
@@ -3,6 +3,7 @@ package com.openisle.repository;
 import com.openisle.model.Tag;
 import com.openisle.model.User;
 import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.data.domain.Page;
 import org.springframework.data.domain.Pageable;
 
 import java.util.List;
@@ -14,6 +15,9 @@ public interface TagRepository extends JpaRepository<Tag, Long> {
     List<Tag> findByApprovedTrue();
     List<Tag> findByNameContainingIgnoreCaseAndApprovedTrue(String keyword);
 
+    Page<Tag> findByApprovedTrue(Pageable pageable);
+    Page<Tag> findByNameContainingIgnoreCaseAndApprovedTrue(String keyword, Pageable pageable);
+
     List<Tag> findByCreatorOrderByCreatedAtDesc(User creator, Pageable pageable);
     List<Tag> findByCreator(User creator);
 
diff --git a/backend/src/main/java/com/openisle/service/TagService.java b/backend/src/main/java/com/openisle/service/TagService.java
index eee84121e..b8089d76f 100644
--- a/backend/src/main/java/com/openisle/service/TagService.java
+++ b/backend/src/main/java/com/openisle/service/TagService.java
@@ -108,6 +108,14 @@ public class TagService {
         return tagRepository.findByNameContainingIgnoreCaseAndApprovedTrue(keyword);
     }
 
+    public org.springframework.data.domain.Page<Tag> searchTags(String keyword, int page, int pageSize) {
+        Pageable pageable = PageRequest.of(page, pageSize);
+        if (keyword == null || keyword.isBlank()) {
+            return tagRepository.findByApprovedTrue(pageable);
+        }
+        return tagRepository.findByNameContainingIgnoreCaseAndApprovedTrue(keyword, pageable);
+    }
+
     public List<Tag> getRecentTagsByUser(String username, int limit) {
         User user = userRepository.findByUsername(username)
                 .orElseThrow(() -> new com.openisle.exception.NotFoundException("User not found"));
diff --git a/backend/src/test/java/com/openisle/controller/TagControllerTest.java b/backend/src/test/java/com/openisle/controller/TagControllerTest.java
index 69c8be30b..1d00422e1 100644
--- a/backend/src/test/java/com/openisle/controller/TagControllerTest.java
+++ b/backend/src/test/java/com/openisle/controller/TagControllerTest.java
@@ -18,6 +18,8 @@ import org.springframework.test.web.servlet.MockMvc;
 
 import java.util.List;
 
+import org.springframework.data.domain.PageImpl;
+
 import static org.mockito.ArgumentMatchers.eq;
 import static org.mockito.ArgumentMatchers.isNull;
 import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.*;
@@ -86,6 +88,21 @@ class TagControllerTest {
                 .andExpect(jsonPath("$[0].smallIcon").value("s2"));
     }
 
+    @Test
+    void listTagsWithPagination() throws Exception {
+        Tag t = new Tag();
+        t.setId(4L);
+        t.setName("tag4");
+        t.setDescription("d4");
+        t.setIcon("i4");
+        t.setSmallIcon("s4");
+        Mockito.when(tagService.searchTags(null, 0, 1)).thenReturn(new PageImpl<>(List.of(t)));
+
+        mockMvc.perform(get("/api/tags?page=0&pageSize=1"))
+                .andExpect(status().isOk())
+                .andExpect(jsonPath("$[0].name").value("tag4"));
+    }
+
     @Test
     void updateTag() throws Exception {
         Tag t = new Tag();
diff --git a/frontend_nuxt/components/Dropdown.vue b/frontend_nuxt/components/Dropdown.vue
index 6cc680874..d2a8ebc36 100644
--- a/frontend_nuxt/components/Dropdown.vue
+++ b/frontend_nuxt/components/Dropdown.vue
@@ -80,6 +80,12 @@
             <span>{{ o.name }}</span>
           </slot>
         </div>
+        <InfiniteLoadMore
+          v-if="remote && hasMore"
+          :on-load="loadMoreOptions"
+          :pause="loading"
+          root-margin="0px"
+        />
       </template>
     </div>
     <Teleport to="body">
@@ -116,6 +122,12 @@
                 <span>{{ o.name }}</span>
               </slot>
             </div>
+            <InfiniteLoadMore
+              v-if="remote && hasMore"
+              :on-load="loadMoreOptions"
+              :pause="loading"
+              root-margin="0px"
+            />
           </template>
         </div>
       </div>
@@ -126,9 +138,11 @@
 <script>
 import { computed, onMounted, ref, watch } from 'vue'
 import { useIsMobile } from '~/utils/screen'
+import InfiniteLoadMore from '~/components/InfiniteLoadMore.vue'
 
 export default {
   name: 'BaseDropdown',
+  components: { InfiniteLoadMore },
   props: {
     modelValue: { type: [Array, String, Number], default: () => [] },
     placeholder: { type: String, default: '返回' },
@@ -152,6 +166,8 @@ export default {
     const loading = ref(false)
     const wrapper = ref(null)
     const isMobile = useIsMobile()
+    const page = ref(0)
+    const hasMore = ref(true)
 
     const toggle = () => {
       open.value = !open.value
@@ -186,20 +202,35 @@ export default {
       return options.value.filter((o) => o.name.toLowerCase().includes(search.value.toLowerCase()))
     })
 
-    const loadOptions = async (kw = '') => {
+    const loadOptions = async (kw = '', append = false) => {
       if (!props.remote && loaded.value) return
       try {
         loading.value = true
-        const res = await props.fetchOptions(props.remote ? kw : undefined)
-        options.value = Array.isArray(res) ? res : []
+        const res = await props.fetchOptions(props.remote ? kw : undefined, page.value)
+        const arr = Array.isArray(res) ? res : []
+        if (append) {
+          options.value = [...options.value, ...arr]
+        } else {
+          options.value = arr
+        }
+        hasMore.value = arr.length > 0
+        if (!append) page.value = 1
+        else page.value += 1
         if (!props.remote) loaded.value = true
       } catch {
-        options.value = []
+        if (!append) options.value = []
+        hasMore.value = false
       } finally {
         loading.value = false
       }
     }
 
+    const loadMoreOptions = async () => {
+      if (!hasMore.value) return true
+      await loadOptions(search.value, true)
+      return !hasMore.value
+    }
+
     watch(
       () => props.initialOptions,
       (val) => {
@@ -212,6 +243,8 @@ export default {
     watch(open, async (val) => {
       if (val) {
         if (props.remote) {
+          page.value = 0
+          hasMore.value = true
           await loadOptions(search.value)
         } else if (!loaded.value) {
           await loadOptions()
@@ -222,6 +255,8 @@ export default {
     watch(search, async (val) => {
       emit('update:search', val)
       if (props.remote && open.value) {
+        page.value = 0
+        hasMore.value = true
         await loadOptions(val)
       }
     })
@@ -265,6 +300,8 @@ export default {
       isImageIcon,
       setSearch,
       isMobile,
+      loadMoreOptions,
+      hasMore,
     }
   },
 }
diff --git a/frontend_nuxt/components/MenuComponent.vue b/frontend_nuxt/components/MenuComponent.vue
index e7d977306..5c25115a8 100644
--- a/frontend_nuxt/components/MenuComponent.vue
+++ b/frontend_nuxt/components/MenuComponent.vue
@@ -115,22 +115,30 @@
             <div v-if="isLoadingTag" class="menu-loading-container">
               <l-hatch size="28" stroke="4" speed="3.5" color="var(--primary-color)"></l-hatch>
             </div>
-            <div v-else v-for="t in tagData" :key="t.id" class="section-item" @click="gotoTag(t)">
-              <BaseImage
-                v-if="isImageIcon(t.smallIcon || t.icon)"
-                :src="t.smallIcon || t.icon"
-                class="section-item-icon"
-                :alt="t.name"
+            <div v-else>
+              <div v-for="t in tagData" :key="t.id" class="section-item" @click="gotoTag(t)">
+                <BaseImage
+                  v-if="isImageIcon(t.smallIcon || t.icon)"
+                  :src="t.smallIcon || t.icon"
+                  class="section-item-icon"
+                  :alt="t.name"
+                />
+                <component
+                  v-else-if="t.smallIcon || t.icon"
+                  :is="t.smallIcon || t.icon"
+                  class="section-item-icon"
+                />
+                <tag-one v-else class="section-item-icon" />
+                <span class="section-item-text">
+                  {{ t.name }} <span class="section-item-text-count">x {{ t.count }}</span>
+                </span>
+              </div>
+              <InfiniteLoadMore
+                v-if="tagData.length"
+                :on-load="loadMoreTags"
+                :pause="isLoadingTag"
+                root-margin="0px"
               />
-              <component
-                v-else-if="t.smallIcon || t.icon"
-                :is="t.smallIcon || t.icon"
-                class="section-item-icon"
-              />
-              <tag-one v-else class="section-item-icon" />
-              <span class="section-item-text"
-                >{{ t.name }} <span class="section-item-text-count">x {{ t.count }}</span></span
-              >
             </div>
           </div>
         </div>
@@ -154,6 +162,7 @@ import { authState, fetchCurrentUser } from '~/utils/auth'
 import { fetchUnreadCount, notificationState } from '~/utils/notification'
 import { useIsMobile } from '~/utils/screen'
 import { cycleTheme, ThemeMode, themeState } from '~/utils/theme'
+import InfiniteLoadMore from '~/components/InfiniteLoadMore.vue'
 
 const isMobile = useIsMobile()
 
@@ -168,6 +177,7 @@ const emit = defineEmits(['item-click'])
 const categoryOpen = ref(true)
 const tagOpen = ref(true)
 const myPoint = ref(null)
+const tagPage = ref(0)
 
 /** ✅ 用 useAsyncData 替换原生 fetch，避免 SSR+CSR 二次请求 */
 const {
@@ -190,12 +200,23 @@ const {
   data: tagData,
   pending: isLoadingTag,
   error: tagError,
-} = await useAsyncData('menu:tags', () => $fetch(`${API_BASE_URL}/api/tags?limit=10`), {
+} = await useAsyncData('menu:tags', () => $fetch(`${API_BASE_URL}/api/tags?page=0&pageSize=20`), {
   server: true,
   default: () => [],
   staleTime: 5 * 60 * 1000,
 })
 
+const loadMoreTags = async () => {
+  const next = tagPage.value + 1
+  const res = await $fetch(`${API_BASE_URL}/api/tags?page=${next}&pageSize=20`)
+  if (Array.isArray(res) && res.length > 0) {
+    tagData.value.push(...res)
+    tagPage.value = next
+    return false
+  }
+  return true
+}
+
 /** 其余逻辑保持不变 */
 const iconClass = computed(() => {
   switch (themeState.mode) {
diff --git a/frontend_nuxt/components/TagSelect.vue b/frontend_nuxt/components/TagSelect.vue
index 460351434..7e2b4bce5 100644
--- a/frontend_nuxt/components/TagSelect.vue
+++ b/frontend_nuxt/components/TagSelect.vue
@@ -62,23 +62,22 @@ const isImageIcon = (icon) => {
   return /^https?:\/\//.test(icon) || icon.startsWith('/')
 }
 
-const buildTagsUrl = (kw = '') => {
+const buildTagsUrl = (kw = '', page = 0) => {
   const base = API_BASE_URL || (import.meta.client ? window.location.origin : '')
   const url = new URL('/api/tags', base)
 
   if (kw) url.searchParams.set('keyword', kw)
-  url.searchParams.set('limit', '10')
+  url.searchParams.set('page', String(page))
+  url.searchParams.set('pageSize', '20')
 
   return url.toString()
 }
 
-const fetchTags = async (kw = '') => {
+const fetchTags = async (kw = '', page = 0) => {
   const defaultOption = { id: 0, name: '无标签' }
 
-  // 1) 先拼 URL（自动兜底到 window.location.origin）
-  const url = buildTagsUrl(kw)
+  const url = buildTagsUrl(kw, page)
 
-  // 2) 拉数据
   let data = []
   try {
     const res = await fetch(url)
@@ -87,7 +86,6 @@ const fetchTags = async (kw = '') => {
     toast.error('获取标签失败')
   }
 
-  // 3) 合并、去重、可创建
   let options = [...data, ...localTags.value]
 
   if (props.creatable && kw && !options.some((t) => t.name.toLowerCase() === kw.toLowerCase())) {
@@ -96,8 +94,7 @@ const fetchTags = async (kw = '') => {
 
   options = Array.from(new Map(options.map((t) => [t.id, t])).values())
 
-  // 4) 最终结果
-  return [defaultOption, ...options]
+  return page === 0 ? [defaultOption, ...options] : options
 }
 
 const selected = computed({