diff --git a/.gitignore b/.gitignore
index f97eee43..2f467210 100644
--- a/.gitignore
+++ b/.gitignore
@@ -126,3 +126,9 @@ progress_*.json
 
 # ===== 本地预览工具（不入库）=====
 backend/_preview_mock.py
+
+# ===== 战役辅助脚本与本地数据（不入库）=====
+scripts/test_task_*.py
+scripts/*_scan.py
+scripts/*_migration.py
+data/logs/
diff --git a/admin-frontend-vue/src/layout/AdminLayout.vue b/admin-frontend-vue/src/layout/AdminLayout.vue
index 082070b3..4a7ed67d 100644
--- a/admin-frontend-vue/src/layout/AdminLayout.vue
+++ b/admin-frontend-vue/src/layout/AdminLayout.vue
@@ -1,5 +1,5 @@
 <script setup lang="ts">
-import { computed, ref, watch } from 'vue'
+import { computed, watch } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { ElMessage, ElMessageBox } from 'element-plus'
 import { useAdminSessionStore } from '@/stores/admin-session'
@@ -12,7 +12,6 @@ import {
   shouldShowEmptyMenu,
 } from '@/layout/empty-state'
 import GlobalErrorContainer from '@/layout/GlobalErrorContainer.vue'
-import { initialCollapsed, toggleCollapsed, writeCollapsePreference } from '@/layout/sidebar-collapse'
 import { crumbsForActiveRoute, resolveDocumentTitle, updateDocumentTitle } from '@/layout/title-breadcrumb'
 import {
   LOGOUT_CONFIRM_CANCEL,
@@ -25,22 +24,6 @@ import {
 const route = useRoute()
 const router = useRouter()
 const session = useAdminSessionStore()
-const collapsed = ref(readInitialCollapse())
-
-function readInitialCollapse(): boolean {
-  const storage = typeof window !== 'undefined' ? window.localStorage : null
-  const width = typeof window !== 'undefined' ? window.innerWidth : 0
-  return initialCollapsed(width, storage)
-}
-
-function setCollapsed(value: boolean): void {
-  collapsed.value = value
-  if (typeof window !== 'undefined') writeCollapsePreference(window.localStorage, value)
-}
-
-function toggleSidebar(): void {
-  setCollapsed(toggleCollapsed(collapsed.value))
-}
 
 const activePath = computed(() => route.path)
 const menuEntries = computed(() => toSidebarEntries(session.menuTree))
@@ -78,19 +61,19 @@ async function signOut() {
 </script>
 
 <template>
-  <div class="admin-shell" :class="{ 'is-collapsed': collapsed }">
+  <div class="admin-shell">
     <a class="skip-link" href="#admin-content">跳到主内容</a>
     <aside class="admin-sidebar" role="navigation" aria-label="侧边栏菜单">
       <div class="admin-brand">
         <img :src="logoUrl" alt="数富AI" class="admin-brand-logo" />
-        <div v-if="!collapsed" class="admin-brand-copy">
+        <div class="admin-brand-copy">
           <strong>数富AI</strong>
           <span>电商运营管理后台</span>
         </div>
       </div>
 
       <el-scrollbar class="admin-menu-scroll">
-        <el-menu :default-active="activePath" :default-openeds="openedKeys" :collapse="collapsed" router class="admin-menu">
+        <el-menu :default-active="activePath" :default-openeds="openedKeys" router class="admin-menu">
           <template v-for="entry in menuEntries" :key="entry.key">
             <el-sub-menu v-if="entry.kind === 'group'" :index="entry.key">
               <template #title>
@@ -107,16 +90,6 @@ async function signOut() {
         </el-menu>
         <el-empty v-if="emptyMenu" :description="EMPTY_MENU_TITLE" :image-size="72" />
       </el-scrollbar>
-
-      <button
-        class="sidebar-collapse"
-        type="button"
-        :aria-expanded="!collapsed"
-        aria-label="切换侧边栏"
-        @click="toggleSidebar"
-      >
-        {{ collapsed ? '展开菜单' : '收起菜单' }}
-      </button>
     </aside>
 
     <section class="admin-main">
diff --git a/admin-frontend-vue/src/pages/account/GroupsPage.vue b/admin-frontend-vue/src/pages/account/GroupsPage.vue
index ac3681a3..8f9cc5ad 100644
--- a/admin-frontend-vue/src/pages/account/GroupsPage.vue
+++ b/admin-frontend-vue/src/pages/account/GroupsPage.vue
@@ -123,7 +123,7 @@ onMounted(loadGroups)
         </el-table-column>
       </el-table>
       <div class="table-footer">
-        <el-pagination background layout="prev, pager, next" :total="total" :page-size="pageSize" :current-page="page" @current-change="changePage" />
+        <el-pagination background layout="prev, pager, next, jumper" :total="total" :page-size="pageSize" :current-page="page" @current-change="changePage" />
       </div>
     </el-card>
     <GroupEditorDialog
diff --git a/admin-frontend-vue/src/pages/account/MenusPage.vue b/admin-frontend-vue/src/pages/account/MenusPage.vue
index eb6676ab..07d08612 100644
--- a/admin-frontend-vue/src/pages/account/MenusPage.vue
+++ b/admin-frontend-vue/src/pages/account/MenusPage.vue
@@ -22,6 +22,15 @@ import {
 
 const loading = ref(false)
 const rows = ref<MenuManageNode[]>([])
+// 客户端分页：列表展示统一带分页组件。
+const page = ref(1)
+const pageSize = 10
+const total = computed(() => rows.value.length)
+const pagedRows = computed(() => rows.value.slice((page.value - 1) * pageSize, page.value * pageSize))
+
+function changePage(p: number) {
+  page.value = p
+}
 const createVisible = ref(false)
 const saving = ref(false)
 const editingNode = ref<MenuManageNode | null>(null)
@@ -181,7 +190,7 @@ onMounted(loadMenus)
     </div>
     <el-card shadow="never">
       <p class="menu-drag-tip">拖动每行左侧的手柄可调整同级菜单的显示顺序，松开后自动保存。</p>
-      <el-table v-loading="loading" :data="rows" row-key="id" default-expand-all stripe>
+      <el-table v-loading="loading" :data="pagedRows" row-key="id" default-expand-all stripe>
         <el-table-column label="排序" min-width="64">
           <template #default="{ row }">
             <span
@@ -218,6 +227,16 @@ onMounted(loadMenus)
           </template>
         </el-table-column>
       </el-table>
+      <div class="table-footer">
+        <el-pagination
+          background
+          layout="prev, pager, next, jumper"
+          :total="total"
+          :page-size="pageSize"
+          :current-page="page"
+          @current-change="changePage"
+        />
+      </div>
     </el-card>
 
     <el-dialog v-model="createVisible" :title="dialogTitle" width="520px">
diff --git a/admin-frontend-vue/src/pages/asin/ProductCategoryPage.vue b/admin-frontend-vue/src/pages/asin/ProductCategoryPage.vue
index d6c27edf..39582c62 100644
--- a/admin-frontend-vue/src/pages/asin/ProductCategoryPage.vue
+++ b/admin-frontend-vue/src/pages/asin/ProductCategoryPage.vue
@@ -352,7 +352,7 @@ onMounted(loadTree)
         </el-table-column>
       </el-table>
       <div class="table-footer">
-        <el-pagination background layout="prev, pager, next" :total="searchTotal" :page-size="PRODUCT_CATEGORY_DEFAULT_PAGE_SIZE" :current-page="searchPage" @current-change="searchChangePage" />
+        <el-pagination background layout="prev, pager, next, jumper" :total="searchTotal" :page-size="PRODUCT_CATEGORY_DEFAULT_PAGE_SIZE" :current-page="searchPage" @current-change="searchChangePage" />
       </div>
     </el-card>
 
diff --git a/admin-frontend-vue/src/pages/asin/SkipPricePage.vue b/admin-frontend-vue/src/pages/asin/SkipPricePage.vue
index 8e88b019..4cab4f26 100644
--- a/admin-frontend-vue/src/pages/asin/SkipPricePage.vue
+++ b/admin-frontend-vue/src/pages/asin/SkipPricePage.vue
@@ -390,13 +390,13 @@ onMounted(() => {
             <el-option v-for="code in COUNTRIES" :key="code" :label="asinCountryLabel(code)" :value="code" />
           </el-select>
         </div>
-        <div class="f-item">
-          <label>最低价 ≥</label>
-          <el-input v-model="filter.minimumPriceFrom" placeholder="数值" clearable @keyup.enter="apply" />
-        </div>
-        <div class="f-item">
-          <label>最低价 ≤</label>
-          <el-input v-model="filter.minimumPriceTo" placeholder="数值" clearable @keyup.enter="apply" />
+        <div class="f-item price-range">
+          <label>最低价</label>
+          <div class="price-range-row">
+            <el-input v-model="filter.minimumPriceFrom" placeholder="≥ 最低值" clearable @keyup.enter="apply" />
+            <span class="range-sep">至</span>
+            <el-input v-model="filter.minimumPriceTo" placeholder="≤ 最高值" clearable @keyup.enter="apply" />
+          </div>
         </div>
         <div class="f-item btn-row">
           <el-button type="primary" @click="apply">查询</el-button>
@@ -541,6 +541,11 @@ onMounted(() => {
 .f-item { display: flex; flex-direction: column; gap: 6px; width: 190px; }
 .f-item label { color: var(--el-text-color-secondary); font-size: 12px; }
 .f-item.btn-row { flex-direction: row; align-items: flex-end; gap: 8px; width: auto; }
+/* 最低价范围筛选：≥ 与 ≤ 并排同一行。 */
+.f-item.price-range { width: 300px; }
+.price-range-row { display: flex; align-items: center; gap: 8px; width: 100%; }
+.price-range-row .el-input { flex: 1; }
+.range-sep { color: var(--el-text-color-secondary); font-size: 12px; flex: none; }
 .table-footer { display: flex; justify-content: space-between; align-items: center; padding-top: 14px; }
 .table-footer span { color: var(--el-text-color-secondary); font-size: 12.5px; }
 .asin-cell { font-family: ui-monospace, SFMono-Regular, Consolas, monospace; font-size: 12px; }
diff --git a/admin-frontend-vue/src/pages/records/RecordsSoftwareVersionPage.vue b/admin-frontend-vue/src/pages/records/RecordsSoftwareVersionPage.vue
index 2a348aea..8e4d463f 100644
--- a/admin-frontend-vue/src/pages/records/RecordsSoftwareVersionPage.vue
+++ b/admin-frontend-vue/src/pages/records/RecordsSoftwareVersionPage.vue
@@ -118,7 +118,7 @@ onMounted(load)
         </el-table-column>
       </el-table>
       <div class="table-footer">
-        <el-pagination background layout="prev, pager, next" :total="total" :page-size="pageSize" :current-page="page" @current-change="changePage" />
+        <el-pagination background layout="prev, pager, next, jumper" :total="total" :page-size="pageSize" :current-page="page" @current-change="changePage" />
       </div>
     </el-card>
 
diff --git a/admin-frontend-vue/src/pages/tasks/ImageVideoTasksPage.vue b/admin-frontend-vue/src/pages/tasks/ImageVideoTasksPage.vue
index 068784ce..221ba0e7 100644
--- a/admin-frontend-vue/src/pages/tasks/ImageVideoTasksPage.vue
+++ b/admin-frontend-vue/src/pages/tasks/ImageVideoTasksPage.vue
@@ -270,7 +270,6 @@ onMounted(load)
       <el-pagination
         background
         layout="prev, pager, next, jumper"
-        small
         :total="totalTasks"
         :page-size="pageSize"
         :current-page="page"
@@ -379,7 +378,7 @@ onMounted(load)
 .f-item { display: flex; flex-direction: column; gap: 6px; width: 220px; }
 .f-item label { color: var(--el-text-color-secondary); font-size: 12px; }
 .f-item.wide { width: 340px; }
-.f-item.btn-row { flex-direction: row; align-items: flex-end; gap: 8px; width: auto; }
+.f-item.btn-row { flex-direction: row; align-items: flex-end; gap: 8px; width: auto; margin-left: auto; flex: none; }
 .video-summary-row { display: flex; justify-content: space-between; align-items: center; color: var(--el-text-color-secondary); font-size: 13px; }
 .task-card-grid { display: flex; flex-direction: column; gap: 14px; }
 .task-card { border: 1px solid var(--el-border-color); border-radius: 12px; background: #fff; box-shadow: 0 1px 2px rgba(39, 67, 94, 0.04), 0 14px 30px -24px rgba(39, 67, 94, 0.28); overflow: hidden; }
diff --git a/admin-frontend-vue/src/pages/tasks/ShopDataTasksPage.vue b/admin-frontend-vue/src/pages/tasks/ShopDataTasksPage.vue
index c4093687..7552a36d 100644
--- a/admin-frontend-vue/src/pages/tasks/ShopDataTasksPage.vue
+++ b/admin-frontend-vue/src/pages/tasks/ShopDataTasksPage.vue
@@ -280,7 +280,6 @@ onMounted(load)
       <el-pagination
         background
         layout="prev, pager, next, jumper"
-        small
         :total="totalShops"
         :page-size="pageSize"
         :current-page="page"
@@ -348,7 +347,7 @@ onMounted(load)
     <div v-if="allResultRows.length > cardPageSize" class="table-footer">
       <el-pagination
         background
-        layout="prev, pager, next"
+        layout="prev, pager, next, jumper"
         :total="allResultRows.length"
         :page-size="cardPageSize"
         :current-page="cardPage"
diff --git a/admin-frontend-vue/src/styles/main.css b/admin-frontend-vue/src/styles/main.css
index 09192d55..b4c19fe0 100644
--- a/admin-frontend-vue/src/styles/main.css
+++ b/admin-frontend-vue/src/styles/main.css
@@ -85,14 +85,6 @@ button, input, textarea, select { font: inherit; }
 .menu-group-title { font-size: 15px; font-weight: 600; letter-spacing: .4px; color: var(--admin-sidebar-text); }
 .menu-group-title:hover { color: var(--admin-primary-strong); }
 
-.sidebar-collapse {
-  margin: 12px; padding: 9px 10px;
-  border: 1px solid #cbd9e6; border-radius: 8px;
-  color: var(--admin-sidebar-text); background: #fff; cursor: pointer;
-}
-.sidebar-collapse:hover { color: var(--admin-primary-strong); border-color: #95b1cb; background: #edf5fb; }
-.sidebar-collapse:focus-visible { outline: 2px solid var(--admin-primary); outline-offset: 2px; }
-
 .skip-link { position: absolute; left: -9999px; width: 1px; height: 1px; overflow: hidden; }
 .skip-link:focus {
   position: fixed; left: 16px; top: 16px; z-index: 2000; width: auto; height: auto;
@@ -157,7 +149,31 @@ button, input, textarea, select { font: inherit; }
 .el-input__wrapper, .el-textarea__inner { border-radius: 9px; }
 .el-input__wrapper.is-focus,
 .el-select__wrapper.is-focused { box-shadow: 0 0 0 3px rgba(95, 133, 173, 0.16); }
-.el-pagination { --el-pagination-button-color: var(--admin-text); }
+.el-pagination { --el-pagination-button-color: var(--admin-text); --el-pagination-hover-color: var(--admin-primary-strong); }
+/* 分页按钮样式加强：background 模式下每粒按钮带边框、当前页深蓝高亮，浅色主题下清晰可见。 */
+.el-pagination.is-background .btn-prev,
+.el-pagination.is-background .btn-next,
+.el-pagination.is-background .el-pager li {
+  background: #fff;
+  border: 1px solid var(--admin-border);
+  border-radius: 7px;
+  min-width: 30px;
+  height: 30px;
+  line-height: 28px;
+  color: var(--admin-text);
+  font-weight: 600;
+}
+.el-pagination.is-background .el-pager li.is-active {
+  background: var(--admin-primary-strong);
+  border-color: var(--admin-primary-strong);
+  color: #fff;
+}
+.el-pagination.is-background .btn-prev:hover,
+.el-pagination.is-background .btn-next:hover,
+.el-pagination.is-background .el-pager li:not(.is-active):hover {
+  border-color: var(--admin-primary);
+  color: var(--admin-primary-strong);
+}
 .el-dialog { border-radius: 14px; }
 .el-dialog__header { padding-bottom: 12px; }
 .el-dialog__title { font-size: 16px; font-weight: 600; color: var(--admin-text); }
diff --git a/admin-frontend-vue/tests/align-shop-data-grid.test.ts b/admin-frontend-vue/tests/align-shop-data-grid.test.ts
index 3aa15775..6a7c3012 100644
--- a/admin-frontend-vue/tests/align-shop-data-grid.test.ts
+++ b/admin-frontend-vue/tests/align-shop-data-grid.test.ts
@@ -23,7 +23,7 @@ test('align_shop_data_grid_boundary_empty_input', () => {
   const src = readSource(PAGE)
   const count = (src.match(/el-pagination/g) || []).length
   assert.ok(count >= 2, '页面应含店铺分页 + 卡片分页两处 el-pagination')
-  assert.match(src, /layout="prev, pager, next"/, '卡片分页含上一页/下一页')
+  assert.match(src, /layout="prev, pager, next, jumper"/, '卡片分页含上一页/下一页')
 })
 
 test('align_shop_data_grid_boundary_single_item', () => {
diff --git a/admin-frontend-vue/tests/align-skip-price.test.ts b/admin-frontend-vue/tests/align-skip-price.test.ts
index 483cf6ca..85b4b5f0 100644
--- a/admin-frontend-vue/tests/align-skip-price.test.ts
+++ b/admin-frontend-vue/tests/align-skip-price.test.ts
@@ -88,3 +88,12 @@ test('align_skip_price_page_layout_wiring', () => {
   assert.match(page, /最低价格式不正确/, '最低价格式校验对齐')
   assert.match(page, /请先选择分组/, '店铺下拉未选分组时占位对齐')
 })
+
+test('align_skip_price_filter_price_range_same_row', () => {
+  // 验收反馈：筛选条件「最低价」的 ≥/≤ 输入并排同一排（price-range-row），不换行拆开。
+  const page = readSource('src/pages/asin/SkipPricePage.vue')
+  assert.match(page, /price-range-row/, '最低价范围筛选并排容器存在')
+  assert.match(page, /placeholder="≥ 最低值"/, '下限占位文案')
+  assert.match(page, /placeholder="≤ 最高值"/, '上限占位文案')
+  assert.ok(!page.includes('label="最低价 ≥"'), '不再有独立的最低价 ≥ 筛选项')
+})
diff --git a/admin-frontend-vue/tests/task-14.test.ts b/admin-frontend-vue/tests/task-14.test.ts
index 558dcd22..5ace1700 100644
--- a/admin-frontend-vue/tests/task-14.test.ts
+++ b/admin-frontend-vue/tests/task-14.test.ts
@@ -82,12 +82,10 @@ test('test_task_014_sidebar_responsive_behavior_invalid_input_rejected', () => {
 })
 
 test('test_task_014_sidebar_responsive_behavior_dependency_failure_returns_actionable_message', () => {
-  // 依赖失败：壳层接入折叠逻辑；CSS 有 is-collapsed 与窄屏媒体适配。
+  // 依赖失败：验收反馈移除收起菜单按钮；折叠逻辑改为恒定展开，窄屏媒体适配保留。
   const layout = readSource('src/layout/AdminLayout.vue')
-  assert.match(layout, /initialCollapsed/)
-  assert.match(layout, /writeCollapsePreference/)
-  assert.match(layout, /toggleSidebar/)
+  assert.ok(!layout.includes('toggleSidebar'), '收起按钮点击逻辑已移除')
+  assert.ok(!layout.includes('sidebar-collapse'), '收起按钮已从布局移除')
   const css = readSource('src/styles/main.css')
-  assert.match(css, /is-collapsed/)
   assert.match(css, /@media \(max-width: 820px\)/)
 })
diff --git a/admin-frontend-vue/tests/task-243.test.ts b/admin-frontend-vue/tests/task-243.test.ts
index ce8258fc..4efdfe0c 100644
--- a/admin-frontend-vue/tests/task-243.test.ts
+++ b/admin-frontend-vue/tests/task-243.test.ts
@@ -29,12 +29,11 @@ test('test_task_243_shell_normal_repeated_operation_is_idempotent', () => {
 })
 
 test('test_task_243_shell_boundary_empty_input', () => {
-  // 边界：保留折叠与窄屏适配；collapse 按钮仍在布局中。
+  // 边界：验收反馈已移除收起菜单按钮；窄屏适配保留。
   const css = readSource('src/styles/main.css')
-  assert.match(css, /is-collapsed/)
   assert.match(css, /@media \(max-width:\s*820px\)/)
   const layout = readSource('src/layout/AdminLayout.vue')
-  assert.match(layout, /sidebar-collapse/)
+  assert.ok(!layout.includes('sidebar-collapse'), '收起按钮已移除')
 })
 
 test('test_task_243_shell_boundary_single_item', () => {