diff --git a/frontend/src/components/layout/AppSidebar.vue b/frontend/src/components/layout/AppSidebar.vue
index 259879f3a4..2e92fa156a 100644
--- a/frontend/src/components/layout/AppSidebar.vue
+++ b/frontend/src/components/layout/AppSidebar.vue
@@ -30,7 +30,7 @@
     </div>
 
     <!-- Navigation -->
-    <nav class="sidebar-nav scrollbar-hide">
+    <nav ref="sidebarNavRef" class="sidebar-nav scrollbar-hide">
       <!-- Admin View: Admin menu first, then personal menu -->
       <template v-if="isAdmin">
         <!-- Admin Section -->
@@ -188,7 +188,7 @@
 </template>
 
 <script setup lang="ts">
-import { computed, h, onMounted, ref, watch } from 'vue'
+import { computed, h, nextTick, onBeforeUnmount, onMounted, ref, watch } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { useI18n } from 'vue-i18n'
 import { useAdminSettingsStore, useAppStore, useAuthStore, useOnboardingStore } from '@/stores'
@@ -246,6 +246,7 @@ const { canUseBatchImage, refreshBatchImageAccess } = useBatchImageAccess()
 const sidebarCollapsed = computed(() => appStore.sidebarCollapsed)
 const mobileOpen = computed(() => appStore.mobileOpen)
 const isAdmin = computed(() => authStore.isAdmin)
+const sidebarNavRef = ref<HTMLElement | null>(null)
 const isDark = ref(document.documentElement.classList.contains('dark'))
 
 const homePath = computed(() => (isAdmin.value ? '/admin/dashboard' : '/dashboard'))
@@ -924,6 +925,20 @@ onMounted(() => {
   if (isAdmin.value) {
     adminSettingsStore.fetch()
   }
+  // Restore sidebar scroll position after route change re-mounts the component
+  if (appStore.sidebarScrollTop > 0 && sidebarNavRef.value) {
+    void nextTick(() => {
+      if (sidebarNavRef.value) {
+        sidebarNavRef.value.scrollTop = appStore.sidebarScrollTop
+      }
+    })
+  }
+})
+
+onBeforeUnmount(() => {
+  if (sidebarNavRef.value) {
+    appStore.sidebarScrollTop = sidebarNavRef.value.scrollTop
+  }
 })
 </script>
 
diff --git a/frontend/src/components/layout/__tests__/AppSidebar.spec.ts b/frontend/src/components/layout/__tests__/AppSidebar.spec.ts
index 592ce8a3b8..8439c23fcd 100644
--- a/frontend/src/components/layout/__tests__/AppSidebar.spec.ts
+++ b/frontend/src/components/layout/__tests__/AppSidebar.spec.ts
@@ -19,6 +19,29 @@ describe('AppSidebar custom SVG styles', () => {
   })
 })
 
+describe('AppSidebar scroll position persistence', () => {
+  it('binds a template ref to the sidebar nav element', () => {
+    expect(componentSource).toContain('ref="sidebarNavRef"')
+    expect(componentSource).toContain('sidebar-nav')
+  })
+
+  it('declares sidebarNavRef in script setup', () => {
+    expect(componentSource).toContain("const sidebarNavRef = ref<HTMLElement | null>(null)")
+  })
+
+  it('saves scroll position on beforeUnmount', () => {
+    expect(componentSource).toContain('onBeforeUnmount')
+    expect(componentSource).toContain('appStore.sidebarScrollTop')
+    expect(componentSource).toContain('sidebarNavRef.value.scrollTop')
+  })
+
+  it('restores scroll position on mount', () => {
+    expect(componentSource).toContain('onMounted')
+    expect(componentSource).toContain('appStore.sidebarScrollTop')
+    expect(componentSource).toContain('nextTick')
+  })
+})
+
 describe('AppSidebar header styles', () => {
   it('does not clip the version badge dropdown', () => {
     const sidebarHeaderBlockMatch = styleSource.match(/\.sidebar-header\s*\{[\s\S]*?\n {2}\}/)
diff --git a/frontend/src/stores/__tests__/app.spec.ts b/frontend/src/stores/__tests__/app.spec.ts
index 7dbe6bc37c..803dad0e90 100644
--- a/frontend/src/stores/__tests__/app.spec.ts
+++ b/frontend/src/stores/__tests__/app.spec.ts
@@ -147,6 +147,17 @@ describe('useAppStore', () => {
       expect(store.sidebarCollapsed).toBe(false)
     })
 
+    it('sidebarScrollTop 默认为 0 且可读写', () => {
+      const store = useAppStore()
+      expect(store.sidebarScrollTop).toBe(0)
+
+      store.sidebarScrollTop = 256
+      expect(store.sidebarScrollTop).toBe(256)
+
+      store.sidebarScrollTop = 0
+      expect(store.sidebarScrollTop).toBe(0)
+    })
+
     it('toggleMobileSidebar 切换移动端状态', () => {
       const store = useAppStore()
       expect(store.mobileOpen).toBe(false)
diff --git a/frontend/src/stores/app.ts b/frontend/src/stores/app.ts
index 72d1db12d6..20d580f6b9 100644
--- a/frontend/src/stores/app.ts
+++ b/frontend/src/stores/app.ts
@@ -19,6 +19,7 @@ export const useAppStore = defineStore('app', () => {
 
   const sidebarCollapsed = ref<boolean>(false)
   const mobileOpen = ref<boolean>(false)
+  const sidebarScrollTop = ref<number>(0)
   const loading = ref<boolean>(false)
   const toasts = ref<Toast[]>([])
 
@@ -409,6 +410,7 @@ export const useAppStore = defineStore('app', () => {
     // State
     sidebarCollapsed,
     mobileOpen,
+    sidebarScrollTop,
     loading,
     toasts,