diff --git a/eslint.config.mjs b/eslint.config.mjs
index 55d93f5..42ff59d 100644
--- a/eslint.config.mjs
+++ b/eslint.config.mjs
@@ -30,6 +30,7 @@ export default defineConfig([
       'no-unused-vars': 'off', // 关闭未使用变量的检查
       'react-refresh/only-export-components': 'off',
       'react/display-name': 'off',
+      'react/prop-types': 'off', // TypeScript 项目不需要 prop-types 验证
       // 约束js使用单引号，允许jsx双引号
       quotes: ['error', 'single', { avoidEscape: true, allowTemplateLiterals: true }],
       'jsx-quotes': ['error', 'prefer-double'],
diff --git a/src/app/tags/components/TagCloudBackground.tsx b/src/app/tags/components/TagCloudBackground.tsx
index ac0c7d5..b016003 100755
--- a/src/app/tags/components/TagCloudBackground.tsx
+++ b/src/app/tags/components/TagCloudBackground.tsx
@@ -1,14 +1,18 @@
 'use client';
 
-import React, { useEffect, useState } from 'react';
+import React, { useEffect, useState, useMemo, memo } from 'react';
 import { motion } from 'framer-motion';
 import { FaBook, FaBookmark, FaFileAlt, FaHashtag, FaLink, FaPaperclip, FaTag, FaFont } from 'react-icons/fa';
 import { clsx } from 'clsx';
 
 const icons = [FaBook, FaBookmark, FaFileAlt, FaHashtag, FaLink, FaPaperclip, FaTag, FaFont];
 
-const getRandomIcon = (): React.ElementType => icons[Math.floor(Math.random() * icons.length)];
-const getRandomTag = (tags: string[]): string => tags[Math.floor(Math.random() * tags.length)];
+// 优化：使用固定随机数，避免重复计算
+const getRandomIcon = (seed: number): React.ElementType => icons[seed % icons.length];
+const getRandomTag = (tags: string[], seed: number): string => {
+  if (tags.length === 0) return '';
+  return tags[seed % tags.length];
+};
 
 interface TagItemProps {
   icon: React.ElementType;
@@ -17,14 +21,21 @@ interface TagItemProps {
   delay: number;
 }
 
-const TagItem: React.FC<TagItemProps> = ({ icon: Icon, text, isLeft, delay }) => (
-  <motion.div initial={{ opacity: 0, x: isLeft ? 100 : -100 }} animate={{ opacity: [0, 0.8, 0], x: isLeft ? [-100, 0, 100] : [100, 0, -100] }} transition={{ duration: 5, delay, repeat: Infinity, repeatType: 'loop', ease: 'linear' }}>
+const TagItem = memo<TagItemProps>(({ icon: Icon, text, isLeft, delay }) => (
+  <motion.div
+    initial={{ opacity: 0, x: isLeft ? 100 : -100 }}
+    animate={{ opacity: [0, 0.8, 0], x: isLeft ? [-100, 0, 100] : [100, 0, -100] }}
+    transition={{ duration: 5, delay, repeat: Infinity, repeatType: 'loop', ease: 'linear' }}
+    style={{ willChange: 'transform, opacity' }} // 优化动画性能
+  >
     <div className={clsx('inline-flex items-center space-x-2 rounded-full bg-gray-100 dark:bg-gray-800 text-gray-400 dark:text-gray-400 px-3 py-1 text-sm shadow-sm')}>
       <Icon size={14} />
       <span>{text}</span>
     </div>
   </motion.div>
-);
+));
+
+TagItem.displayName = 'TagItem';
 
 interface TagRowProps {
   isLeft: boolean;
@@ -32,40 +43,89 @@ interface TagRowProps {
   tags: string[];
 }
 
-const TagRow: React.FC<TagRowProps> = ({ isLeft, rowIndex, tags }) => {
-  const rowTags = Array.from({ length: 8 }, (_, i) => ({
-    icon: getRandomIcon(),
-    text: getRandomTag(tags),
-    delay: i * 0.5 + rowIndex * 0.2,
-  }));
+const TagRow = memo<TagRowProps>(({ isLeft, rowIndex, tags }) => {
+  // 优化：进一步减少每行的标签数量，从 4 个减少到 3 个
+  const rowTags = useMemo(
+    () =>
+      Array.from({ length: 3 }, (_, i) => ({
+        icon: getRandomIcon(rowIndex * 3 + i),
+        text: getRandomTag(tags, rowIndex * 3 + i),
+        delay: i * 0.5 + rowIndex * 0.2,
+        key: `${rowIndex}-${i}`,
+      })),
+    [rowIndex, tags]
+  );
 
   return (
-    <div className={`flex ${isLeft ? 'justify-start' : 'justify-end'} space-x-4 my-8`}>
-      {rowTags.map((tag, index) => (
-        <TagItem key={index} {...tag} isLeft={isLeft} />
+    <div className={`flex ${isLeft ? 'justify-start' : 'justify-end'} space-x-4 my-8`} style={{ contain: 'layout' }}>
+      {rowTags.map((tag) => (
+        <TagItem key={tag.key} icon={tag.icon} text={tag.text} isLeft={isLeft} delay={tag.delay} />
       ))}
     </div>
   );
-};
+});
+
+TagRow.displayName = 'TagRow';
 
 interface Row {
   isLeft: boolean;
   index: number;
 }
 
-export default function TagCloudBackground({ tags }: { tags: string[] }) {
+function TagCloudBackground({ tags }: { tags: string[] }) {
   const [rows, setRows] = useState<Row[]>([]);
+  const [reducedMotion, setReducedMotion] = useState(false);
 
   useEffect(() => {
-    const numberOfRows = Math.ceil(window.innerHeight / 50); // Approximate row height
-    setRows(Array.from({ length: numberOfRows }, (_, i) => ({ isLeft: i % 2 === 0, index: i })));
+    // 检测用户是否偏好减少动画
+    const mediaQuery = window.matchMedia('(prefers-reduced-motion: reduce)');
+    setReducedMotion(mediaQuery.matches);
+
+    const handleChange = (e: MediaQueryListEvent) => {
+      setReducedMotion(e.matches);
+    };
+
+    mediaQuery.addEventListener('change', handleChange);
+    return () => mediaQuery.removeEventListener('change', handleChange);
   }, []);
 
+  useEffect(() => {
+    // 优化：进一步减少行数，使用更大的行高，并限制最大行数
+    const rowHeight = 100; // 进一步增加行高，减少行数
+    const maxRows = reducedMotion ? 5 : 10; // 如果用户偏好减少动画，则更少行数
+    const numberOfRows = Math.min(maxRows, Math.ceil(window.innerHeight / rowHeight));
+    setRows(Array.from({ length: numberOfRows }, (_, i) => ({ isLeft: i % 2 === 0, index: i })));
+  }, [reducedMotion]);
+
+  // 优化：使用 useMemo 缓存标签数组，避免重复计算，并且只取前100个标签用于背景动画
+  const safeTags = useMemo(() => {
+    const tagArray = tags && tags.length > 0 ? tags : [];
+    // 只使用前100个标签，减少计算量
+    return tagArray.slice(0, 100);
+  }, [tags]);
+
+  if (safeTags.length === 0) {
+    return null;
+  }
+
+  // 如果用户偏好减少动画，直接返回空或简化版本
+  if (reducedMotion) {
+    return null;
+  }
+
   return (
-    <div className="absolute inset-1 h-screen overflow-hidden pointer-events-none z-0">
-      {rows.map((row, index) => (
-        <TagRow key={index} isLeft={row.isLeft} rowIndex={row.index} tags={tags} />
+    <div
+      className="absolute inset-1 h-screen overflow-hidden pointer-events-none z-0"
+      style={{
+        contain: 'layout paint', // CSS containment 优化
+        willChange: 'contents', // 提示浏览器优化
+      }}
+    >
+      {rows.map((row) => (
+        <TagRow key={row.index} isLeft={row.isLeft} rowIndex={row.index} tags={safeTags} />
       ))}
     </div>
   );
 }
+
+export default memo(TagCloudBackground);
diff --git a/src/app/tags/components/TagItemCard.tsx b/src/app/tags/components/TagItemCard.tsx
index bfa6bd1..eafc35c 100755
--- a/src/app/tags/components/TagItemCard.tsx
+++ b/src/app/tags/components/TagItemCard.tsx
@@ -1,43 +1,57 @@
 'use client';
 
-import React from 'react';
+import React, { memo, useMemo } from 'react';
 import Link from 'next/link';
 import { LiaTagsSolid } from 'react-icons/lia';
 import { Tag } from '@/types/app/tag';
 import { clsx } from 'clsx';
-import { motion } from 'framer-motion';
 
-const TagItemCard = ({ data, count, index }: { data: Tag; count: number; index: number }) => {
-  const colors = ['bg-blue-400', 'bg-green-400', 'bg-yellow-400', 'bg-red-400', 'bg-indigo-400', 'bg-purple-400', 'bg-pink-400'];
-  const color = colors[index % colors.length];
+interface TagItemCardProps {
+  data: Tag;
+  count: number;
+  index: number;
+}
 
-  return (
-    <motion.div
-      initial={{ opacity: 0, y: 20 }}
-      animate={{ opacity: 1, y: 0 }}
-      transition={{ type: 'spring', stiffness: 100, mass: 0.8, delay: index * 0.05 }}
-      whileHover={{
-        scale: 1.05,
-        transition: { duration: 0.2 },
-      }}
-    >
+// 颜色数组提取到组件外部，避免重复创建
+const COLORS = ['bg-blue-400', 'bg-green-400', 'bg-yellow-400', 'bg-red-400', 'bg-indigo-400', 'bg-purple-400', 'bg-pink-400'] as const;
+
+const TagItemCard = memo(
+  ({ data, count, index }: TagItemCardProps) => {
+    // 使用 useMemo 缓存颜色计算
+    const color = useMemo(() => COLORS[index % COLORS.length], [index]);
+
+    // 使用 useMemo 缓存链接 URL
+    const href = useMemo(() => `/tag/${data?.id}?name=${encodeURIComponent(data?.name || '')}`, [data?.id, data?.name]);
+
+    return (
       <Link
-        href={`/tag/${data?.id}?name=${data?.name}`}
-        className={clsx('flex h-10 bg-opacity-20 backdrop-blur', color)}
+        href={href}
+        className={clsx('flex h-10 bg-opacity-20 transition-transform duration-200 hover:scale-105', color)}
         style={{
           borderRadius: '0.5rem',
-          backdropFilter: 'blur(10px)',
           margin: '0.5rem',
           padding: '0 1rem',
           alignItems: 'center',
+          contain: 'layout style paint', // CSS containment 隔离渲染
+          transform: 'translateZ(0)', // 启用硬件加速
+          backfaceVisibility: 'hidden', // 优化渲染性能
         }}
+        prefetch={false} // 禁用预取，减少初始加载
       >
-        <LiaTagsSolid className="h-4 w-4 text-gray-400" aria-hidden="true" />
-        <span className="ml-2">{data?.name}</span>
-        <span className="ml-4 text-sm text-gray-400 dark:text-gray-500">{count}</span>
+        <LiaTagsSolid className="h-4 w-4 text-gray-400 flex-shrink-0" aria-hidden="true" />
+        <span className="ml-2 truncate max-w-[200px]" title={data?.name}>
+          {data?.name}
+        </span>
+        <span className="ml-4 text-sm text-gray-400 dark:text-gray-500 flex-shrink-0">{count}</span>
       </Link>
-    </motion.div>
-  );
-};
+    );
+  },
+  (prevProps, nextProps) => {
+    // 自定义比较函数，只有关键属性变化时才重新渲染
+    return prevProps.data?.id === nextProps.data?.id && prevProps.data?.name === nextProps.data?.name && prevProps.count === nextProps.count && prevProps.index === nextProps.index;
+  }
+);
+
+TagItemCard.displayName = 'TagItemCard';
 
 export default TagItemCard;
diff --git a/src/app/tags/components/TagsPageClient.tsx b/src/app/tags/components/TagsPageClient.tsx
new file mode 100644
index 0000000..db56f85
--- /dev/null
+++ b/src/app/tags/components/TagsPageClient.tsx
@@ -0,0 +1,31 @@
+'use client';
+
+import React, { useMemo } from 'react';
+import { Tag } from '@/types/app/tag';
+import TagCloudBackground from '@/app/tags/components/TagCloudBackground';
+import VirtualizedTagList from './VirtualizedTagList';
+
+interface TagsPageClientProps {
+  tags: Tag[];
+}
+
+export default function TagsPageClient({ tags }: TagsPageClientProps) {
+  // 使用 useMemo 缓存标签名称数组
+  const tagNames = useMemo(() => {
+    return tags.map((item: Tag) => item.name).filter(Boolean);
+  }, [tags]);
+
+  return (
+    <div className="py-[50px] mt-[60px] min-h-screen relative hide_sliding">
+      <h1 className="relative z-20 text-4xl font-bold text-center mb-5">标签墙</h1>
+
+      {/* 标签列表 */}
+      <div className="relative z-20 w-11/12 mx-auto">
+        <VirtualizedTagList tags={tags} initialBatchSize={30} batchSize={30} />
+      </div>
+
+      {/* 背景动画 */}
+      <TagCloudBackground tags={tagNames} />
+    </div>
+  );
+}
diff --git a/src/app/tags/components/VirtualizedTagList.tsx b/src/app/tags/components/VirtualizedTagList.tsx
new file mode 100644
index 0000000..b3a0b7c
--- /dev/null
+++ b/src/app/tags/components/VirtualizedTagList.tsx
@@ -0,0 +1,156 @@
+'use client';
+
+import React, { useState, useEffect, useMemo, useRef, useCallback } from 'react';
+import TagItemCard from './TagItemCard';
+import { Tag } from '@/types/app/tag';
+
+interface VirtualizedTagListProps {
+  tags: Tag[];
+  containerHeight?: number; // 容器高度
+  batchSize?: number; // 每批加载的数量
+  initialBatchSize?: number; // 初始加载数量
+}
+
+const VirtualizedTagList: React.FC<VirtualizedTagListProps> = ({
+  tags,
+  containerHeight,
+  batchSize = 50, // 每批加载 50 个标签（减少批次大小）
+  initialBatchSize = 50, // 初始只加载 50 个（大幅减少初始DOM）
+}) => {
+  const [visibleCount, setVisibleCount] = useState(initialBatchSize);
+  const [containerHeightState, setContainerHeightState] = useState(containerHeight || 600);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const loadingRef = useRef<HTMLDivElement>(null);
+  const isLoadingRef = useRef(false); // 防止重复加载
+  const resizeTimerRef = useRef<ReturnType<typeof setTimeout> | undefined>(undefined);
+
+  // 动态计算容器高度（添加防抖）
+  useEffect(() => {
+    if (containerHeight) {
+      setContainerHeightState(containerHeight);
+      return;
+    }
+
+    const updateHeight = () => {
+      // 清除之前的定时器
+      if (resizeTimerRef.current) {
+        clearTimeout(resizeTimerRef.current);
+      }
+
+      // 防抖处理
+      resizeTimerRef.current = setTimeout(() => {
+        const height = window.innerHeight - 200; // 减去头部和其他元素的高度
+        setContainerHeightState(Math.max(400, height));
+      }, 150);
+    };
+
+    // 初始计算
+    const height = window.innerHeight - 200;
+    setContainerHeightState(Math.max(400, height));
+
+    window.addEventListener('resize', updateHeight, { passive: true });
+    return () => {
+      window.removeEventListener('resize', updateHeight);
+      if (resizeTimerRef.current) {
+        clearTimeout(resizeTimerRef.current);
+      }
+    };
+  }, [containerHeight]);
+
+  // 使用 requestAnimationFrame 优化加载
+  const loadMore = useCallback(() => {
+    if (isLoadingRef.current || visibleCount >= tags.length) {
+      return;
+    }
+
+    isLoadingRef.current = true;
+
+    // 使用 requestAnimationFrame 优化性能
+    requestAnimationFrame(() => {
+      setVisibleCount((prev) => {
+        const next = Math.min(prev + batchSize, tags.length);
+        isLoadingRef.current = false;
+        return next;
+      });
+    });
+  }, [visibleCount, tags.length, batchSize]);
+
+  // 使用 Intersection Observer 实现懒加载（优化配置）
+  useEffect(() => {
+    if (!loadingRef.current || visibleCount >= tags.length) {
+      return;
+    }
+
+    // 使用节流，避免过于频繁触发
+    let ticking = false;
+    const observer = new IntersectionObserver(
+      (entries) => {
+        if (!ticking && entries[0].isIntersecting && visibleCount < tags.length && !isLoadingRef.current) {
+          ticking = true;
+          requestAnimationFrame(() => {
+            loadMore();
+            ticking = false;
+          });
+        }
+      },
+      {
+        rootMargin: '300px', // 提前 300px 开始加载，减少加载次数
+        threshold: 0.1,
+      }
+    );
+
+    observer.observe(loadingRef.current);
+
+    return () => {
+      observer.disconnect();
+    };
+  }, [visibleCount, tags.length, loadMore]);
+
+  // 获取可见的标签（使用 useMemo 优化）
+  const visibleTags = useMemo(() => {
+    return tags.slice(0, visibleCount);
+  }, [tags, visibleCount]);
+
+  return (
+    <div
+      ref={containerRef}
+      style={{
+        maxHeight: `${containerHeightState}px`,
+        overflow: 'auto',
+        position: 'relative',
+        contain: 'layout style paint', // CSS containment 优化
+        willChange: 'scroll-position', // 提示浏览器优化滚动
+      }}
+      className="w-full"
+    >
+      <div
+        className="flex flex-wrap justify-center w-full py-10 px-0 sm:px-10"
+        style={{
+          contain: 'layout', // 隔离布局影响
+        }}
+      >
+        {visibleTags.map((tag, index) => (
+          <TagItemCard key={tag.id || index} data={tag} count={tag.count || 0} index={index} />
+        ))}
+      </div>
+
+      {/* 加载触发器 */}
+      {visibleCount < tags.length && (
+        <div ref={loadingRef} className="w-full h-20 flex items-center justify-center" style={{ minHeight: '80px', contain: 'layout' }}>
+          <div className="text-gray-400 dark:text-gray-500 text-sm">
+            加载中... ({visibleCount}/{tags.length})
+          </div>
+        </div>
+      )}
+
+      {/* 加载完成提示 */}
+      {visibleCount >= tags.length && tags.length > 0 && (
+        <div className="w-full h-10 flex items-center justify-center text-gray-400 dark:text-gray-500 text-sm" style={{ contain: 'layout' }}>
+          共 {tags.length} 个标签
+        </div>
+      )}
+    </div>
+  );
+};
+
+export default VirtualizedTagList;
diff --git a/src/app/tags/page.tsx b/src/app/tags/page.tsx
index 42475cc..e26c012 100755
--- a/src/app/tags/page.tsx
+++ b/src/app/tags/page.tsx
@@ -1,8 +1,7 @@
 import { getTagListWithArticleCountAPI } from '@/api/tag';
 import { Tag } from '@/types/app/tag';
-import TagCloudBackground from '@/app/tags/components/TagCloudBackground';
-import TagItemCard from './components/TagItemCard';
 import { Metadata } from 'next';
+import TagsPageClient from './components/TagsPageClient';
 
 export const metadata: Metadata = {
   title: '🏷️ 标签墙',
@@ -12,17 +11,5 @@ export const metadata: Metadata = {
 export default async () => {
   const { data } = (await getTagListWithArticleCountAPI()) || { data: {} as Tag[] };
 
-  return (
-    <div className="py-[50px] mt-[60px] h-screen overflow-scroll hide_sliding">
-      <h1 className="relative z-20 text-4xl font-bold text-center">标签墙</h1>
-
-      <div className="relative z-20 flex flex-wrap justify-center w-11/12 mx-auto py-10 px-0 sm:px-10">
-        {data.map((tag, index) => (
-          <TagItemCard data={tag} count={tag.count || 0} index={index} key={tag.id} />
-        ))}
-      </div>
-
-      <TagCloudBackground tags={data?.map((item: Tag) => item.name) || []} />
-    </div>
-  );
+  return <TagsPageClient tags={data || []} />;
 };