diff --git a/packages/s2-core/__tests__/unit/utils/sort-action-spec.tsx b/packages/s2-core/__tests__/unit/utils/sort-action-spec.tsx
index 5b90bdb267..ffc5d5a62f 100644
--- a/packages/s2-core/__tests__/unit/utils/sort-action-spec.tsx
+++ b/packages/s2-core/__tests__/unit/utils/sort-action-spec.tsx
@@ -1,21 +1,21 @@
-import { getContainer } from 'tests/util/helpers';
 import { sortData } from 'tests/data/sort-advanced';
-import {
-  getSortByMeasureValues,
-  sortAction,
-  sortByCustom,
-  sortByFunc,
-} from '@/utils/sort-action';
+import { getContainer } from 'tests/util/helpers';
 import {
   EXTRA_FIELD,
-  type S2Options,
-  type SortParam,
   TOTAL_VALUE,
-  type S2DataConfig,
   VALUE_FIELD,
+  type S2DataConfig,
+  type S2Options,
+  type SortParam,
 } from '@/common';
+import { PivotDataSet, type SortActionParams } from '@/data-set';
 import { PivotSheet, SpreadSheet } from '@/sheet-type';
-import { BaseDataSet, PivotDataSet, type SortActionParams } from '@/data-set';
+import {
+  getSortByMeasureValues,
+  sortAction,
+  sortByCustom,
+  sortByFunc,
+} from '@/utils/sort-action';
 
 describe('Sort Action Test', () => {
   describe('Sort Action', () => {
@@ -714,4 +714,107 @@ describe('GetSortByMeasureValues Total Fallback Tests', () => {
       },
     ]);
   });
+
+  test('should consider empty string in sort', () => {
+    // 行小计进行 组内排序
+    const sortParam: SortParam = {
+      sortFieldId: 'city',
+      sortBy: ['', '舟山', '杭州'],
+    };
+
+    sortData.data.unshift({
+      province: '浙江',
+      city: '',
+      type: '笔',
+      price: '2',
+    });
+    dataSet.setDataCfg(sortData);
+
+    const params: SortActionParams = {
+      dataSet,
+      sortParam,
+      originValues: [
+        '浙江[&]',
+        '浙江[&]杭州',
+        '浙江[&]舟山',
+        '吉林[&]长春',
+        '吉林[&]白山',
+      ],
+    };
+    const measureValues = getSortByMeasureValues(params);
+    expect(measureValues).toEqual([
+      {
+        $$extra$$: 'price',
+        $$value$$: '2',
+        city: '',
+        price: '2',
+        province: '浙江',
+        type: '笔',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '1',
+        city: '杭州',
+        price: '1',
+        province: '浙江',
+        type: '笔',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '2',
+        city: '杭州',
+        price: '2',
+        province: '浙江',
+        type: '纸张',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '17',
+        city: '舟山',
+        price: '17',
+        province: '浙江',
+        type: '笔',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '25.5',
+        city: '舟山',
+        price: '25.5',
+        province: '浙江',
+        type: '纸张',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '10',
+        city: '长春',
+        price: '10',
+        province: '吉林',
+        type: '笔',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '3',
+        city: '长春',
+        price: '3',
+        province: '吉林',
+        type: '纸张',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '9',
+        city: '白山',
+        price: '9',
+        province: '吉林',
+        type: '笔',
+      },
+      {
+        $$extra$$: 'price',
+        $$value$$: '11',
+        city: '白山',
+        price: '11',
+        province: '吉林',
+        type: '纸张',
+      },
+    ]);
+  });
 });
diff --git a/packages/s2-core/src/utils/dataset/pivot-data-set.ts b/packages/s2-core/src/utils/dataset/pivot-data-set.ts
index 85b3f7570f..7b7fc46779 100644
--- a/packages/s2-core/src/utils/dataset/pivot-data-set.ts
+++ b/packages/s2-core/src/utils/dataset/pivot-data-set.ts
@@ -3,20 +3,20 @@ import {
   forEach,
   get,
   intersection,
+  isNil,
   isUndefined,
   last,
   reduce,
   set,
 } from 'lodash';
-import { i18n } from '../../common/i18n';
 import { EXTRA_FIELD, ID_SEPARATOR, ROOT_ID } from '../../common/constant';
+import type { Meta } from '../../common/interface/basic';
 import type {
   DataPathParams,
   DataType,
   PivotMeta,
   SortedDimensionValues,
 } from '../../data-set/interface';
-import type { Meta } from '../../common/interface/basic';
 
 interface Param {
   rows: string[];
@@ -68,7 +68,11 @@ export function transformDimensionsValues(
 export function getDimensionsWithoutPathPre(dimensions: string[]) {
   return dimensions.map((item) => {
     const splitArr = item?.split(ID_SEPARATOR);
-    return splitArr[splitArr?.length - 1] || item;
+    const dimensionsWithoutPathPre = splitArr[splitArr?.length - 1];
+    if (isNil(dimensionsWithoutPathPre)) {
+      return item;
+    }
+    return dimensionsWithoutPathPre;
   });
 }
 
diff --git a/packages/s2-core/src/utils/sort-action.ts b/packages/s2-core/src/utils/sort-action.ts
index 921df04fb0..12a5f2f32d 100644
--- a/packages/s2-core/src/utils/sort-action.ts
+++ b/packages/s2-core/src/utils/sort-action.ts
@@ -17,9 +17,9 @@ import { EXTRA_FIELD, ID_SEPARATOR, TOTAL_VALUE } from '../common/constant';
 import type { Fields, SortMethod, SortParam } from '../common/interface';
 import type { PivotDataSet } from '../data-set';
 import type { DataType, SortActionParams } from '../data-set/interface';
+import { getLeafColumnsWithKey } from '../facet/utils';
 import { getListBySorted, sortByItems } from '../utils/data-set-operate';
 import { getDimensionsWithParentPath } from '../utils/dataset/pivot-data-set';
-import { getLeafColumnsWithKey } from '../facet/utils';
 
 export const isAscSort = (sortMethod) => toUpper(sortMethod) === 'ASC';
 
@@ -86,8 +86,13 @@ export const sortByCustom = (params: SortActionParams): string[] => {
   const { sortByValues, originValues } = params;
 
   // 从 originValues 中过滤出所有包含 sortByValue 的 id
-  const idWithPre = originValues.filter((originItem) =>
-    sortByValues.find((value) => endsWith(originItem, value)),
+  const idWithPre = originValues.filter(
+    (originItem) =>
+      !isNil(
+        sortByValues.find((value) =>
+          endsWith(originItem, isNil(value) ? value : value || '[&]'),
+        ),
+      ),
   );
   // 将 id 拆分为父节点和目标节点
   const idListWithPre = idWithPre.map((idStr) => {
diff --git a/packages/s2-react/playground/config.ts b/packages/s2-react/playground/config.ts
index 52719ad7ee..22ffa803b5 100644
--- a/packages/s2-react/playground/config.ts
+++ b/packages/s2-react/playground/config.ts
@@ -1,12 +1,12 @@
-import { isUpDataValue, type Columns } from '@antv/s2';
 import type { S2DataConfig } from '@antv/s2';
+import { isUpDataValue, type Columns } from '@antv/s2';
 import { getBaseSheetComponentOptions } from '@antv/s2-shared';
 import type { SliderSingleProps } from 'antd';
 import {
   data,
-  totalData,
-  meta,
   fields,
+  meta,
+  totalData,
 } from '../__tests__/data/mock-dataset.json';
 import type { SheetComponentOptions } from '../src/components';
 
@@ -39,11 +39,20 @@ export const tableSheetDataCfg: S2DataConfig = {
   },
 };
 
+data.unshift({
+  number: 7799,
+  province: '浙江省',
+  city: '',
+  type: '家具',
+  sub_type: '桌子',
+});
+
 export const pivotSheetDataCfg: S2DataConfig = {
   data,
   totalData,
   meta,
   fields,
+  sortParams: [{ sortFieldId: 'city', sortBy: ['', '舟山市', '宁波市'] }],
 };
 
 export const s2Options: SheetComponentOptions = {