diff --git a/frontend/src/components/common/DataTable.vue b/frontend/src/components/common/DataTable.vue
index d5fe57145f..e3821c3620 100644
--- a/frontend/src/components/common/DataTable.vue
+++ b/frontend/src/components/common/DataTable.vue
@@ -154,7 +154,7 @@
           </td>
         </tr>
 
-        <!-- Data rows (virtual scroll) -->
+        <!-- Data rows: windowed when large, fully rendered when small (shared row/cell template) -->
         <template v-else>
           <tr v-if="virtualPaddingTop > 0" aria-hidden="true">
             <td :colspan="columns.length"
@@ -162,14 +162,14 @@
             </td>
           </tr>
           <tr
-            v-for="virtualRow in virtualItems"
-            :key="resolveRowKey(sortedData[virtualRow.index], virtualRow.index)"
-            :data-row-id="resolveRowKey(sortedData[virtualRow.index], virtualRow.index)"
-            :data-index="virtualRow.index"
-            :ref="measureElement"
+            v-for="item in renderRows"
+            :key="resolveRowKey(item.row, item.index)"
+            :data-row-id="resolveRowKey(item.row, item.index)"
+            :data-index="item.index"
+            :ref="item.measure ? measureElement : undefined"
             class="hover:bg-gray-50 dark:hover:bg-dark-800"
             :class="{ 'cursor-pointer': clickableRows }"
-            @click="clickableRows && emit('rowClick', sortedData[virtualRow.index])"
+            @click="clickableRows && emit('rowClick', item.row)"
           >
             <td
               v-for="(column, colIndex) in columns"
@@ -182,12 +182,12 @@
               ]"
             >
               <slot :name="`cell-${column.key}`"
-                    :row="sortedData[virtualRow.index]"
-                    :value="sortedData[virtualRow.index][column.key]"
+                    :row="item.row"
+                    :value="item.row[column.key]"
                     :expanded="actionsExpanded">
                 {{ column.formatter
-                   ? column.formatter(sortedData[virtualRow.index][column.key], sortedData[virtualRow.index])
-                   : sortedData[virtualRow.index][column.key] }}
+                   ? column.formatter(item.row[column.key], item.row)
+                   : item.row[column.key] }}
               </slot>
             </td>
           </tr>
@@ -397,6 +397,12 @@ interface Props {
   estimateRowHeight?: number
   /** Number of rows to render beyond the visible area (default 5) */
   overscan?: number
+  /**
+   * Only virtualize when the row count exceeds this threshold (default 100).
+   * Smaller lists render in full, avoiding the scroll-compensation jank caused by
+   * estimated-vs-actual row heights when rows have variable height.
+   */
+  virtualizeThreshold?: number
 }
 
 const props = withDefaults(defineProps<Props>(), {
@@ -627,9 +633,21 @@ const sortedData = computed(() => {
 })
 
 // --- Virtual scrolling ---
+// 是否启用虚拟化:仅桌面端且行数超过阈值时开启。小列表全量渲染,彻底绕开虚拟器的
+// 估算/测量/滚动补偿链路,消除可变行高导致的滚动抖动。
+const shouldVirtualize = computed(() =>
+  isDesktopViewport.value && (sortedData.value?.length ?? 0) > (props.virtualizeThreshold ?? 100)
+)
+
 const rowVirtualizer = useVirtualizer(computed(() => ({
-  count: isDesktopViewport.value ? (sortedData.value?.length ?? 0) : 0,
+  count: shouldVirtualize.value ? (sortedData.value?.length ?? 0) : 0,
   getScrollElement: () => tableWrapperRef.value,
+  // 用行主键(与模板 :key 一致)而非默认的 index 作为 itemSizeCache 键,
+  // 这样排序/筛选/跨阈值来回都能复用正确的已测行高,而不是残留的按 index 缓存 → 消除高度校正抖动。
+  getItemKey: (index: number) => {
+    const row = sortedData.value?.[index]
+    return row != null ? resolveRowKey(row, index) : index
+  },
   estimateSize: () => props.estimateRowHeight ?? 56,
   overscan: props.overscan ?? 5,
   // 兜底高度:首个有效高度读数到来前,先按一屏渲染,避免空白帧
@@ -659,6 +677,16 @@ const measureElement = (el: any) => {
   }
 }
 
+// 统一的渲染行列表:虚拟化开启时只取窗口内的行(需 measure 交给虚拟器测量),
+// 关闭时取全部行(无需测量)。模板据此渲染,两种模式共用同一套单元格结构。
+const renderRows = computed<Array<{ index: number; row: any; measure: boolean }>>(() => {
+  const data = sortedData.value ?? []
+  if (shouldVirtualize.value) {
+    return virtualItems.value.map(vr => ({ index: vr.index, row: data[vr.index], measure: true }))
+  }
+  return data.map((row, index) => ({ index, row, measure: false }))
+})
+
 const hasActionsColumn = computed(() => {
   return props.columns.some(column => column.key === 'actions')
 })
@@ -758,6 +786,7 @@ watch(
 
 defineExpose({
   virtualizer: rowVirtualizer,
+  shouldVirtualize,
   sortedData,
   resolveRowKey,
   tableWrapperEl: tableWrapperRef,
diff --git a/frontend/src/components/common/__tests__/DataTable.spec.ts b/frontend/src/components/common/__tests__/DataTable.spec.ts
index 98f1711a29..b2fd6b86f6 100644
--- a/frontend/src/components/common/__tests__/DataTable.spec.ts
+++ b/frontend/src/components/common/__tests__/DataTable.spec.ts
@@ -62,4 +62,63 @@ describe('DataTable', () => {
     expect(nameHeader.findAll('svg')[0].classes()).toContain('text-gray-300')
     expect(nameHeader.findAll('svg')[1].classes()).toContain('text-primary-600')
   })
+
+  it('renders every row with no virtual padding spacer for small datasets (virtualization off)', async () => {
+    const data = Array.from({ length: 8 }, (_, i) => ({ id: i + 1, name: `Row ${i + 1}` }))
+    const wrapper = mount(DataTable, {
+      props: {
+        columns: [{ key: 'name', label: 'Name' }],
+        data
+      }
+    })
+
+    await wrapper.vm.$nextTick()
+
+    // Virtualization is OFF for a small list…
+    expect((wrapper.vm as any).shouldVirtualize).toBe(false)
+    // …every row is in the DOM…
+    expect(wrapper.findAll('tbody tr[data-index]')).toHaveLength(data.length)
+    // …and there are no aria-hidden virtual padding spacer rows.
+    expect(wrapper.findAll('tbody tr[aria-hidden="true"]')).toHaveLength(0)
+  })
+
+  it('switches to windowed rendering once row count exceeds virtualizeThreshold', async () => {
+    const data = Array.from({ length: 12 }, (_, i) => ({ id: i + 1, name: `Row ${i + 1}` }))
+    const wrapper = mount(DataTable, {
+      props: {
+        columns: [{ key: 'name', label: 'Name' }],
+        data,
+        virtualizeThreshold: 3
+      }
+    })
+
+    await wrapper.vm.$nextTick()
+
+    // Virtualization is ON: the mode-switch decision flipped…
+    expect((wrapper.vm as any).shouldVirtualize).toBe(true)
+    // …and the virtualizer drives off the full row count.
+    const exposed = (wrapper.vm as any).virtualizer
+    const instance = exposed?.value ?? exposed
+    expect(instance.options.count).toBe(data.length)
+  })
+
+  it('keys the virtualizer size cache by row identity, not index (avoids stale heights on sort/filter)', async () => {
+    const data = Array.from({ length: 12 }, (_, i) => ({ id: 100 + i, name: `Row ${i + 1}` }))
+    const wrapper = mount(DataTable, {
+      props: {
+        columns: [{ key: 'name', label: 'Name' }],
+        data,
+        rowKey: 'id',
+        virtualizeThreshold: 3
+      }
+    })
+
+    await wrapper.vm.$nextTick()
+
+    const exposed = (wrapper.vm as any).virtualizer
+    const instance = exposed?.value ?? exposed
+    // getItemKey must resolve to the row's stable key (id), not the positional index.
+    expect(instance.options.getItemKey(0)).toBe(100)
+    expect(instance.options.getItemKey(5)).toBe(105)
+  })
 })
diff --git a/frontend/src/composables/__tests__/useSwipeSelect.spec.ts b/frontend/src/composables/__tests__/useSwipeSelect.spec.ts
new file mode 100644
index 0000000000..36a7cf17ab
--- /dev/null
+++ b/frontend/src/composables/__tests__/useSwipeSelect.spec.ts
@@ -0,0 +1,74 @@
+import { describe, it, expect } from 'vitest'
+
+import { findRowIndexByDomPosition } from '../useSwipeSelect'
+
+/**
+ * Build a fake scroll element whose `tbody tr[data-index]` rows expose stubbed
+ * vertical rects, so we can exercise findRowIndexByDomPosition without a real DOM.
+ * `index` is the value placed in the row's data-index attribute (its absolute
+ * position in the sorted data), which need not equal the array position.
+ */
+function makeScrollEl(rows: Array<{ index: number; top: number; bottom: number }>): Element {
+  const trs = rows.map((r) => ({
+    getAttribute: (name: string) => (name === 'data-index' ? String(r.index) : null),
+    getBoundingClientRect: () => ({
+      top: r.top,
+      bottom: r.bottom,
+      left: 0,
+      right: 0,
+      width: 0,
+      height: r.bottom - r.top,
+      x: 0,
+      y: r.top,
+      toJSON: () => ({})
+    })
+  })) as unknown as HTMLElement[]
+
+  return {
+    querySelectorAll: (sel: string) =>
+      (sel === 'tbody tr[data-index]' ? trs : []) as unknown as NodeListOf<Element>
+  } as unknown as Element
+}
+
+describe('findRowIndexByDomPosition (swipe-select full-render fallback)', () => {
+  // Variable row heights on purpose — the third row is taller.
+  const rows = [
+    { index: 0, top: 100, bottom: 200 },
+    { index: 1, top: 200, bottom: 300 },
+    { index: 2, top: 300, bottom: 450 }
+  ]
+  const el = makeScrollEl(rows)
+
+  it('returns -1 when no rows are rendered', () => {
+    expect(findRowIndexByDomPosition(makeScrollEl([]), 250)).toBe(-1)
+  })
+
+  it('locates the row whose rect contains the Y coordinate', () => {
+    expect(findRowIndexByDomPosition(el, 150)).toBe(0)
+    expect(findRowIndexByDomPosition(el, 250)).toBe(1)
+    expect(findRowIndexByDomPosition(el, 400)).toBe(2) // inside the tall row
+  })
+
+  it('clamps to the first/last row when Y is outside the rendered range', () => {
+    expect(findRowIndexByDomPosition(el, 50)).toBe(0) // above the first row
+    expect(findRowIndexByDomPosition(el, 999)).toBe(2) // below the last row
+  })
+
+  it('picks the closer row when Y falls in a gap between rows', () => {
+    const gapped = makeScrollEl([
+      { index: 0, top: 100, bottom: 180 },
+      { index: 1, top: 220, bottom: 300 }
+    ])
+    expect(findRowIndexByDomPosition(gapped, 190)).toBe(0) // 10px from row0.bottom vs 30px from row1.top
+    expect(findRowIndexByDomPosition(gapped, 215)).toBe(1) // 35px from row0.bottom vs 5px from row1.top
+  })
+
+  it('returns the data-index attribute value, not the array position', () => {
+    const remapped = makeScrollEl([
+      { index: 5, top: 100, bottom: 200 },
+      { index: 9, top: 200, bottom: 300 }
+    ])
+    expect(findRowIndexByDomPosition(remapped, 150)).toBe(5)
+    expect(findRowIndexByDomPosition(remapped, 250)).toBe(9)
+  })
+})
diff --git a/frontend/src/composables/useSwipeSelect.ts b/frontend/src/composables/useSwipeSelect.ts
index e932ba581e..0257ccba85 100644
--- a/frontend/src/composables/useSwipeSelect.ts
+++ b/frontend/src/composables/useSwipeSelect.ts
@@ -38,6 +38,41 @@ export interface SwipeSelectVirtualContext {
   getRowId: (row: any, index: number) => number
 }
 
+/**
+ * Locate a row index from a viewport Y coordinate using the real DOM rows
+ * (`tbody tr[data-index]`). Used when the virtualizer window is empty because the
+ * list is small enough to be rendered in full (virtualization disabled). Rows are
+ * vertically ordered, so this binary-searches — mirroring findRowIndexAtY — and
+ * returns each row's `data-index` (its absolute index in the sorted data), or -1
+ * when no rows are rendered. Exported for unit testing.
+ */
+export function findRowIndexByDomPosition(scrollEl: Element, clientY: number): number {
+  const domRows = Array.from(scrollEl.querySelectorAll('tbody tr[data-index]')) as HTMLElement[]
+  const len = domRows.length
+  if (len === 0) return -1
+  const idxOf = (el: HTMLElement) => Number(el.getAttribute('data-index'))
+
+  // Boundary checks
+  if (clientY < domRows[0].getBoundingClientRect().top) return idxOf(domRows[0])
+  if (clientY > domRows[len - 1].getBoundingClientRect().bottom) return idxOf(domRows[len - 1])
+
+  // Binary search — rows are vertically ordered
+  let lo = 0, hi = len - 1
+  while (lo <= hi) {
+    const mid = (lo + hi) >>> 1
+    const rect = domRows[mid].getBoundingClientRect()
+    if (clientY < rect.top) hi = mid - 1
+    else if (clientY > rect.bottom) lo = mid + 1
+    else return idxOf(domRows[mid])
+  }
+  // In a gap between rows — pick the closer one
+  if (hi < 0) return idxOf(domRows[0])
+  if (lo >= len) return idxOf(domRows[len - 1])
+  const rHi = domRows[hi].getBoundingClientRect()
+  const rLo = domRows[lo].getBoundingClientRect()
+  return (clientY - rHi.bottom < rLo.top - clientY) ? idxOf(domRows[hi]) : idxOf(domRows[lo])
+}
+
 export function useSwipeSelect(
   containerRef: Ref<HTMLElement | null>,
   adapter: SwipeSelectAdapter,
@@ -125,6 +160,13 @@ export function useSwipeSelect(
       if (contentY >= item.start && contentY < item.end) return item.index
     }
 
+    // Virtualization disabled (small list rendered in full): the window is empty, so
+    // locate the row via real DOM rows instead of the (now-misleading) height estimate.
+    if (items.length === 0) {
+      const domIdx = findRowIndexByDomPosition(scrollEl, clientY)
+      if (domIdx >= 0) return domIdx
+    }
+
     // Outside visible range: estimate
     const totalCount = virtualContext!.getSortedData().length
     if (totalCount === 0) return -1
diff --git a/frontend/src/views/admin/AccountsView.vue b/frontend/src/views/admin/AccountsView.vue
index c1fd0aa2d4..b4b4169102 100644
--- a/frontend/src/views/admin/AccountsView.vue
+++ b/frontend/src/views/admin/AccountsView.vue
@@ -195,8 +195,9 @@
           default-sort-key="name"
           default-sort-order="asc"
           :sort-storage-key="ACCOUNT_SORT_STORAGE_KEY"
-          :estimate-row-height="72"
+          :estimate-row-height="156"
           :overscan="5"
+          :virtualize-threshold="50"
         >
           <template #header-select>
             <input