diff --git a/src/pages/PointsMallPage/PointsMallPageLogic.ts b/src/pages/PointsMallPage/PointsMallPageLogic.ts
index 0803f1a..65b5915 100644
--- a/src/pages/PointsMallPage/PointsMallPageLogic.ts
+++ b/src/pages/PointsMallPage/PointsMallPageLogic.ts
@@ -14,7 +14,7 @@ export function usePointsMallPageLogic() {
   const [q, setQ] = useState('');
   const [sort, setSort] = useState<SortKey>('popular');
   const [page, setPage] = useState(1);
-  const [pageSize, setPageSize] = useState(24);
+  const [pageSize, setPageSize] = useState(12);
   const [productsRes, setProductsRes] = useState<PointsMallProductsResponse | null>(null);
 
   const [exchangeModalVisible, setExchangeModalVisible] = useState(false);
diff --git a/src/pages/PointsMallPage/components/PointsMallH5Products.tsx b/src/pages/PointsMallPage/components/PointsMallH5Products.tsx
index e89e7df..d8824df 100644
--- a/src/pages/PointsMallPage/components/PointsMallH5Products.tsx
+++ b/src/pages/PointsMallPage/components/PointsMallH5Products.tsx
@@ -1,5 +1,6 @@
-import { SearchOutlined } from '@ant-design/icons';
+import { ArrowRightOutlined, LeftOutlined, RightOutlined, SearchOutlined } from '@ant-design/icons';
 import { Button, Card, Empty, Input, Select, Space, Spin, Tag } from 'antd';
+import { useEffect, useRef, useState } from 'react';
 import type { PointsMallProduct } from '../../../api';
 import type { PointsMallPageLogicOutput } from '../PointsMallPageLogic';
 import '../styles/points-mall-h5-products.css';
@@ -12,8 +13,6 @@ export default function PointsMallH5Products({ logic }: Props) {
   const {
     q,
     sort,
-    page,
-    pageSize,
     productsLoading,
     products,
     total,
@@ -21,83 +20,120 @@ export default function PointsMallH5Products({ logic }: Props) {
     exchangeLoading,
     setQ,
     setSort,
+    page,
     setPage,
-    setPageSize,
     handleExchangeClick
   } = logic;
 
+  const [displayProducts, setDisplayProducts] = useState<PointsMallProduct[]>([]);
+  const loadingMoreRef = useRef(false);
+  const scrollRef = useRef<HTMLDivElement>(null);
+
+  // 监听搜索/排序变化，重置列表
+  useEffect(() => {
+    setDisplayProducts(products);
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [q, sort]);
+
+  // 监听数据变化，追加到显示列表
+  useEffect(() => {
+    if (page === 1) {
+      setDisplayProducts(products);
+    } else {
+      setDisplayProducts(prev => {
+        const existingIds = new Set(prev.map(p => p.id));
+        const newItems = products.filter(p => !existingIds.has(p.id));
+        return [...prev, ...newItems];
+      });
+    }
+    loadingMoreRef.current = false;
+  }, [products, page]);
+
+  const hasMore = displayProducts.length < total;
+
+  // 瀑布流滚动加载
+  useEffect(() => {
+    const handleScroll = () => {
+      // 获取滚动容器，H5 端通常是 App.tsx 里的 .main-content
+      const container = document.querySelector('.main-content');
+      if (!container || !hasMore || productsLoading || loadingMoreRef.current) return;
+
+      const { scrollTop, scrollHeight, clientHeight } = container;
+      // 距离底部 100px 时触发加载
+      if (scrollTop + clientHeight >= scrollHeight - 100) {
+        loadingMoreRef.current = true;
+        setPage(prev => prev + 1);
+      }
+    };
+
+    const container = document.querySelector('.main-content');
+    container?.addEventListener('scroll', handleScroll);
+    return () => container?.removeEventListener('scroll', handleScroll);
+  }, [hasMore, productsLoading]);
+
   return (
-    <Card className="stats-page-chart-card h5-stats-page-chart-card h5-points-mall-products-card">
+    <div className="h5-points-mall-products-card" ref={scrollRef}>
       <div className="points-mall-filters-row h5-points-mall-filters-row">
         <div className="points-mall-filter-search">
           <Input
             value={q}
             onChange={(e) => {
-              setPage(1);
               setQ(e.target.value);
             }}
             prefix={<SearchOutlined className="points-mall-input-icon" />}
             placeholder="搜索商品"
             allowClear
-            className="points-mall-search-input"
+            variant="borderless"
+            className="points-mall-search-input-h5"
           />
         </div>
-        <div className="points-mall-filter-selects">
+        <div className="points-mall-filter-selects-h5">
           <Select
             value={sort}
-            className="points-mall-filter-select"
+            variant="borderless"
+            className="points-mall-filter-select-h5"
             onChange={(v) => {
-              setPage(1);
               setSort(v);
             }}
             options={[
               { value: 'popular', label: '热度优先' },
               { value: 'newest', label: '最新上架' },
-              { value: 'price_asc', label: 'Token从低到高' },
-              { value: 'price_desc', label: 'Token从高到低' }
-            ]}
-          />
-          <Select
-            value={pageSize}
-            className="points-mall-filter-select-small"
-            onChange={(v) => {
-              setPage(1);
-              setPageSize(v);
-            }}
-            options={[
-              { value: 12, label: '每页 12' },
-              { value: 24, label: '每页 24' }
+              { value: 'price_asc', label: 'Token升序' },
+              { value: 'price_desc', label: 'Token降序' }
             ]}
           />
         </div>
-        <div className="points-mall-total-text">共 {total.toLocaleString()} 件商品</div>
       </div>
 
-      {productsLoading ? (
+      {displayProducts.length === 0 && productsLoading ? (
         <Spin className="points-mall-state-spin" />
-      ) : products.length === 0 ? (
+      ) : displayProducts.length === 0 ? (
         <Empty description="暂无商品" className="points-mall-empty-state" />
       ) : (
         <div className="points-mall-products-grid h5-points-mall-products-grid">
-          {products.map((p: PointsMallProduct) => (
+          {displayProducts.map((p: PointsMallProduct) => (
             <div key={p.id} className="points-mall-product-card h5-points-mall-product-card h5-product-tile">
               <div className="points-mall-product-cover h5-product-tile-cover">
                 {p.coverUrl ? <img src={p.coverUrl} alt={p.name} className="h5-product-tile-image" /> : null}
-                {p.tags?.length ? (
-                  <Tag bordered={false} className="points-mall-product-tag h5-product-tile-tag">
-                    {p.tags[0]}
-                  </Tag>
-                ) : null}
               </div>
               <div className="points-mall-product-body">
-                <div className="points-mall-product-name">{p.name}</div>
+                <div className="points-mall-product-name-row">
+                  <span className="points-mall-product-name">{p.name}</span>
+                  {p.tags?.length ? (
+                    <Tag bordered={false} className="points-mall-product-tag h5-product-tile-tag-inline">
+                      {p.tags[0]}
+                    </Tag>
+                  ) : null}
+                </div>
+                {p.subtitle && <div className="points-mall-product-subtitle">{p.subtitle}</div>}
                 <div className="points-mall-product-price-row h5-points-mall-product-price-row">
-                  <div>
+                  <div className="points-mall-product-price-container">
                     <span className="points-mall-product-price">{p.pointsPrice >= 1000 ? `${(p.pointsPrice / 1000).toFixed(1)} K` : Number(p.pointsPrice).toLocaleString()}</span>
-                    <span className="points-mall-product-price-label">分</span>
+                    <span className="points-mall-product-price-label">Token</span>
                   </div>
                   <Button
                     type="primary"
+                    size="small"
                     className="points-mall-exchange-btn points-mall-product-exchange-btn"
                     disabled={userPoints < p.pointsPrice || exchangeLoading}
                     onClick={() => handleExchangeClick(p)}
@@ -111,21 +147,13 @@ export default function PointsMallH5Products({ logic }: Props) {
         </div>
       )}
 
-      {!!total && (
-        <div className="points-mall-pagination h5-points-mall-pagination">
-          <Space size={8}>
-            <Button disabled={page <= 1} onClick={() => setPage((v) => Math.max(1, v - 1))} className="points-mall-exchange-btn" size="small">
-              上一页
-            </Button>
-            <Tag bordered={false} className="points-mall-pagination-tag">
-              第 {page} 页
-            </Tag>
-            <Button disabled={page * pageSize >= total} onClick={() => setPage((v) => v + 1)} className="points-mall-exchange-btn" size="small">
-              下一页
-            </Button>
-          </Space>
-        </div>
-      )}
-    </Card>
+      <div className="h5-points-mall-infinite-footer">
+        {productsLoading ? (
+          <div className="h5-infinite-loading"><Spin size="small" /> 正在加载中...</div>
+        ) : !hasMore && displayProducts.length > 0 ? (
+          <div className="h5-infinite-no-more">没有更多了</div>
+        ) : null}
+      </div>
+    </div>
   );
 }
diff --git a/src/pages/PointsMallPage/components/PointsMallH5Top.tsx b/src/pages/PointsMallPage/components/PointsMallH5Top.tsx
index dfdd5c7..da257ef 100644
--- a/src/pages/PointsMallPage/components/PointsMallH5Top.tsx
+++ b/src/pages/PointsMallPage/components/PointsMallH5Top.tsx
@@ -52,27 +52,22 @@ export default function PointsMallH5Top({ logic }: Props) {
       </div>
 
       {categories.length > 0 && (
-        <Card className="points-mall-category-card h5-points-mall-category-card">
-          <div className="points-mall-category-body">
-            <div className="points-mall-category-row h5-points-mall-category-row">
-              <span className="points-mall-category-label h5-points-mall-category-label">商品分类</span>
-              {categories.map((c) => (
-                <Button
-                  key={c.id}
-                  size="small"
-                  type={c.id === categoryId ? 'primary' : 'default'}
-                  className="points-mall-category-button"
-                  onClick={() => {
-                    setPage(1);
-                    setCategoryId(c.id);
-                  }}
-                >
-                  {c.name}
-                </Button>
-              ))}
-            </div>
-          </div>
-        </Card>
+        <div className="points-mall-category-row h5-points-mall-category-row">
+          {categories.map((c) => (
+            <Button
+              key={c.id}
+              size="small"
+              type={c.id === categoryId ? 'primary' : 'default'}
+              className="points-mall-category-button"
+              onClick={() => {
+                setPage(1);
+                setCategoryId(c.id);
+              }}
+            >
+              {c.name}
+            </Button>
+          ))}
+        </div>
       )}
 
       <div className="points-mall-banner-section h5-points-mall-banner-section">
diff --git a/src/pages/PointsMallPage/styles/points-mall-h5-products.css b/src/pages/PointsMallPage/styles/points-mall-h5-products.css
index c49605c..2e929b0 100644
--- a/src/pages/PointsMallPage/styles/points-mall-h5-products.css
+++ b/src/pages/PointsMallPage/styles/points-mall-h5-products.css
@@ -4,98 +4,201 @@
 
 .points-mall-page-h5 .h5-points-mall-products-grid {
   display: grid;
-  grid-template-columns: repeat(3, minmax(0, 1fr));
+  grid-template-columns: repeat(2, 1fr);
   gap: 0.5rem;
+  padding: 0;
 }
 
 .points-mall-page-h5 .h5-product-tile {
   min-width: 0;
   padding: 0;
-  border-radius: 0.75rem;
+  border-radius: 0.5rem;
   overflow: hidden;
+  background: var(--color-surface);
+  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.02);
+  display: flex;
+  flex-direction: column;
 }
 
 .points-mall-page-h5 .h5-product-tile-cover {
   position: relative;
   width: 100%;
-  height: auto;
-  aspect-ratio: 1;
-  background:
-    radial-gradient(circle at 28% 24%, rgba(30, 134, 255, 0.22), transparent 34%),
-    linear-gradient(135deg, rgba(17, 103, 255, 0.14), rgba(104, 185, 255, 0.12));
+  height: 100px; /* 设置最大高度 */
+  background: #f7f8fa;
 }
 
 .h5-product-tile-image {
   width: 100%;
   height: 100%;
-  object-fit: cover;
+  object-fit: cover; /* 改为 cover 方式 */
   display: block;
 }
 
-.points-mall-page-h5 .h5-product-tile-tag {
-  position: absolute;
-  top: 0.25rem;
-  left: 0.25rem;
-  max-width: calc(100% - 0.5rem);
-  margin: 0;
-  padding: 0 0.3125rem;
-  font-size: 0.625rem;
-  line-height: 1.25rem;
-  border-radius: 999px;
+.points-mall-page-h5 .h5-product-tile-tag-inline {
+  margin-left: 0.25rem !important;
+  font-size: 0.625rem !important;
+  padding: 0 0.25rem !important;
+  height: 1rem !important;
+  line-height: 1rem !important;
+  border-radius: 2px !important;
+  background: var(--color-brand-soft) !important;
+  color: var(--color-brand) !important;
+  display: inline-block !important;
+  vertical-align: middle !important;
 }
 
-.points-mall-page-h5 .h5-product-tile .points-mall-product-body {
-  padding: 0.4375rem;
-  gap: 0.3125rem;
-}
-
-.points-mall-page-h5 .h5-product-tile .points-mall-product-name {
-  min-height: 2.125rem;
-  margin: 0;
-  color: var(--color-text);
-  font-size: 0.75rem;
-  font-weight: 700;
-  line-height: 1.38;
-  white-space: normal;
-  display: -webkit-box;
-  -webkit-line-clamp: 2;
-  -webkit-box-orient: vertical;
-}
-
-.points-mall-page-h5 .h5-product-tile .h5-points-mall-product-price-row {
-  display: grid;
-  grid-template-columns: minmax(0, 1fr) 1.875rem;
+.points-mall-product-name-row {
+  display: flex;
   align-items: center;
-  gap: 0.25rem;
-}
-
-.points-mall-page-h5 .h5-product-tile .h5-points-mall-product-price-row > div {
-  min-width: 0;
+  overflow: hidden;
   white-space: nowrap;
 }
 
+.points-mall-page-h5 .h5-product-tile .points-mall-product-body {
+  padding: 0.5rem;
+  display: flex;
+  flex-direction: column;
+  flex: 1;
+  gap: 0.125rem;
+}
+
+.points-mall-page-h5 .h5-product-tile .points-mall-product-name {
+  margin: 0;
+  color: var(--color-text);
+  font-size: 0.8125rem;
+  font-weight: 600;
+  line-height: 1.2;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  flex: 0 1 auto; /* 允许标题收缩 */
+}
+
+.points-mall-product-subtitle {
+  font-size: 0.6875rem;
+  color: var(--color-text-tertiary);
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  margin-bottom: 4px;
+}
+
+.points-mall-page-h5 .h5-product-tile .h5-points-mall-product-price-row {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  margin-top: auto;
+  gap: 4px;
+}
+
+.points-mall-product-price-container {
+  display: flex;
+  align-items: baseline;
+  gap: 1px;
+  min-width: 0;
+  flex: 1;
+}
+
 .points-mall-page-h5 .h5-product-tile .points-mall-product-price {
-  font-size: 0.75rem;
-  font-weight: 900;
+  font-size: 0.9375rem;
+  font-weight: 700;
+  color: var(--color-brand);
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
 }
 
 .points-mall-page-h5 .h5-product-tile .points-mall-product-price-label {
-  margin-left: 0.125rem;
+  margin-left: 0;
   font-size: 0.625rem;
+  color: var(--color-text-tertiary);
+  flex-shrink: 0;
 }
 
 .points-mall-page-h5 .h5-product-tile .points-mall-product-exchange-btn {
-  width: 1.875rem;
-  min-width: 1.875rem;
-  height: 1.625rem;
-  padding: 0;
-  border-radius: 0.5rem;
+  height: 1.375rem;
+  min-width: 1.75rem;
+  padding: 0 0.4rem;
+  border-radius: 999px;
   font-size: 0.6875rem;
-  font-weight: 800;
+  font-weight: 500;
+  flex-shrink: 0;
 }
 
-@media (max-width: 340px) {
-  .points-mall-page-h5 .h5-points-mall-products-grid {
-    grid-template-columns: repeat(2, minmax(0, 1fr));
-  }
+.h5-points-mall-filters-row {
+  display: flex;
+  align-items: center;
+  gap: 0.75rem;
+  margin-bottom: 1rem;
+}
+
+.points-mall-filter-search {
+  flex: 1;
+  min-width: 0;
+}
+
+.points-mall-search-input-h5 {
+  background: var(--color-surface) !important;
+  box-shadow: var(--shadow-sm) !important;
+}
+
+.points-mall-filter-selects-h5 {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+}
+
+.points-mall-filter-select-h5 .ant-select-selector {
+  color: var(--color-text-secondary) !important;
+  font-weight: 500 !important;
+}
+
+.points-mall-filter-select-h5 .ant-select-selection-item {
+  font-size: 0.8125rem !important;
+}
+
+.h5-points-mall-pagination {
+  margin-top: 1.5rem;
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 0 0.5rem;
+}
+
+.points-mall-pagination-tag {
+  background: transparent !important;
+  color: var(--color-text-tertiary) !important;
+  margin: 0 !important;
+}
+
+.h5-points-mall-infinite-footer {
+  padding: 1.5rem 0 2rem;
+  text-align: center;
+}
+
+.h5-infinite-loading {
+  color: var(--color-text-secondary);
+  font-size: 0.8125rem;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  gap: 8px;
+}
+
+.h5-infinite-no-more {
+  color: var(--color-text-tertiary);
+  font-size: 0.75rem;
+  position: relative;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  gap: 12px;
+}
+
+.h5-infinite-no-more::before,
+.h5-infinite-no-more::after {
+  content: '';
+  height: 1px;
+  width: 2rem;
+  background: var(--color-border);
 }
diff --git a/src/pages/PointsMallPage/styles/points-mall-h5.css b/src/pages/PointsMallPage/styles/points-mall-h5.css
index 228039c..e4b6dc5 100644
--- a/src/pages/PointsMallPage/styles/points-mall-h5.css
+++ b/src/pages/PointsMallPage/styles/points-mall-h5.css
@@ -5,13 +5,12 @@
 
 .points-mall-page-h5 .h5-points-mall-hero {
   padding: 0.875rem 0.75rem;
-  border-radius: 1.125rem;
+  border-radius: 12px;
   background: var(--gradient-hero);
 }
 
 .points-mall-page-h5 .h5-points-mall-header,
-.points-mall-page-h5 .h5-points-mall-banner-header,
-.points-mall-page-h5 .h5-points-mall-product-price-row {
+.points-mall-page-h5 .h5-points-mall-banner-header {
   flex-direction: column;
   align-items: flex-start;
 }
@@ -75,6 +74,7 @@
   gap: 0.375rem;
   overflow-x: auto;
   scrollbar-width: none;
+  margin-bottom: 12px;
 }
 
 .points-mall-page-h5 .h5-points-mall-category-row::-webkit-scrollbar {
@@ -102,7 +102,7 @@
 .points-mall-page-h5 .h5-points-mall-banner-card {
   width: 100%;
   min-height: auto;
-  padding: 0.75rem;
+  padding: 12px;
 }
 
 .points-mall-page-h5 .h5-points-mall-banner-header {
@@ -141,7 +141,6 @@
 }
 
 .points-mall-page-h5 .h5-points-mall-filters-row {
-  flex-direction: column;
   gap: 0.5rem;
 }
 
diff --git a/src/pages/StatsPage/styles/stats-page-h5.css b/src/pages/StatsPage/styles/stats-page-h5.css
index 24a65fc..05f7231 100644
--- a/src/pages/StatsPage/styles/stats-page-h5.css
+++ b/src/pages/StatsPage/styles/stats-page-h5.css
@@ -4,9 +4,9 @@
 }
 
 .stats-h5-hero {
-  padding: 1.125rem;
+  padding: 12px;
   border: 1px solid var(--color-border);
-  border-radius: 1.125rem;
+  border-radius: 12px;
   background: var(--gradient-hero);
   box-shadow: var(--shadow-sm);
 }
@@ -53,6 +53,7 @@
   flex-direction: column;
   align-items: center;
   text-align: center;
+  border-radius: 12px;
 }
 
 .stats-page-h5 .stats-page-card-label {
@@ -78,7 +79,8 @@
 
 .stats-page-h5 .stats-page-token-cards-grid {
   grid-template-columns: 1fr 1fr;
-  gap: 0;
+  gap: 8px;
+  margin: 12px 0;
 }
 
 .stats-page-h5 .stats-page-token-value {
@@ -92,6 +94,11 @@
   margin-top: 0.875rem;
 }
 
+.stats-page-h5 .stats-page-chart-card {
+  box-shadow: none;
+  border-radius: 12px;
+}
+
 .stats-page-h5 .stats-page-chart-container,
 .stats-page-h5 .stats-page-token-chart-container {
   overflow-x: auto;
diff --git a/src/styles.css b/src/styles.css
index 8af9721..12903ec 100644
--- a/src/styles.css
+++ b/src/styles.css
@@ -1791,7 +1791,7 @@ span.mention {
   background: linear-gradient(135deg, rgba(255,255,255,0.98) 0%, rgba(236,253,245,0.92) 44%, rgba(239,246,255,0.96) 100%);
   border: 1px solid rgba(8, 145, 178, 0.12);
   box-shadow: 0 20px 48px rgba(15, 23, 42, 0.06);
-  margin-bottom: 18px;
+  margin-bottom: 12px;
 }
 
 .points-mall-header {
@@ -1807,7 +1807,7 @@ span.mention {
 
 .points-mall-balance-card {
   min-width: 280px;
-  border-radius: 18px;
+  border-radius: 12px;
   padding: 14px 16px;
   background: rgba(255,255,255,0.72);
   border: 1px solid rgba(255,255,255,0.7);
@@ -1841,7 +1841,7 @@ span.mention {
 .points-mall-category-card {
   border-radius: 18px;
   box-shadow: 0 12px 28px rgba(15, 23, 42, 0.045);
-  margin-bottom: 14px;
+  margin-bottom: 12px;
 }
 
 .points-mall-category-body {
@@ -1865,13 +1865,12 @@ span.mention {
   display: grid;
   grid-template-columns: minmax(0, 1.55fr) minmax(0, 1fr);
   gap: 14px;
-  margin-bottom: 16px;
+  margin-bottom: 12px;
 }
 
 .points-mall-banner-card {
-  border-radius: 22px;
+  border-radius: 12px;
   padding: 22px;
-  border: 1px solid rgba(236, 72, 153, 0.22);
   background: linear-gradient(135deg, rgba(236, 72, 153, 0.16) 0%, rgba(59, 130, 246, 0.16) 60%, rgba(34, 197, 94, 0.12) 100%);
   box-shadow: 0 12px 30px rgba(15, 23, 42, 0.05);
   min-height: 176px;
@@ -2338,11 +2337,16 @@ span.mention {
 .stats-page-agent-item {
   margin-bottom: 12px;
   padding: 12px 14px;
-  border-radius: 16px;
+  border-radius: 12px;
   background: linear-gradient(180deg, rgba(255,255,255,0.96) 0%, rgba(248,250,252,0.9) 100%);
   border: 1px solid rgba(148, 163, 184, 0.12);
 }
 
+.stats-page-h5 .stats-page-agent-item {
+  padding: 8px;
+  margin-bottom: 8px;
+}
+
 .stats-page-agent-header {
   display: flex;
   align-items: center;
@@ -2398,10 +2402,9 @@ span.mention {
 }
 
 .stats-page-token-card {
-  border-radius: 18px;
+  border-radius: 12px;
   padding: 16px 18px;
-  background: rgba(255,255,255,0.72);
-  border: 1px solid rgba(255,255,255,0.7);
+  background: var(--color-bg);
 }
 
 .stats-page-h5 .stats-page-token-card {
@@ -2465,6 +2468,10 @@ span.mention {
   box-shadow: 0 12px 28px rgba(15, 23, 42, 0.045);
 }
 
+.stats-page-h5 .points-integration-card {
+  border-radius: 12px;
+}
+
 .points-integration-row {
   display: grid;
   grid-template-columns: repeat(3, minmax(0, 1fr));