diff --git a/packages/s2-core/__tests__/spreadsheet/miss-dimension-values-spec.ts b/packages/s2-core/__tests__/spreadsheet/miss-dimension-values-spec.ts
new file mode 100644
index 0000000000..0ebf2b44af
--- /dev/null
+++ b/packages/s2-core/__tests__/spreadsheet/miss-dimension-values-spec.ts
@@ -0,0 +1,246 @@
+import { getContainer } from 'tests/util/helpers';
+import { EMPTY_FIELD_VALUE, type S2DataConfig, type S2Options } from '@/common';
+import { PivotSheet, SpreadSheet } from '@/sheet-type';
+
+const s2Options: S2Options = {
+  debug: true,
+  width: 600,
+  height: 400,
+  hierarchyType: 'grid',
+  totals: {
+    row: {
+      showGrandTotals: false,
+      showSubTotals: {
+        always: false,
+      },
+      reverseLayout: false,
+      reverseSubLayout: false,
+      subTotalsDimensions: [
+        '2d7feabd-76a2-4c11-8f24-79764af936b4',
+        '30b4b32d-d69a-4772-b7f9-84cd54cf0cec',
+      ],
+    },
+    col: {
+      showGrandTotals: false,
+      showSubTotals: false,
+      reverseLayout: false,
+      reverseSubLayout: false,
+      subTotalsDimensions: [],
+    },
+  },
+  style: {
+    layoutWidthType: 'adaptive',
+    cellCfg: {
+      height: 30,
+    },
+  },
+  showDefaultHeaderActionIcon: false,
+};
+
+const testDataCfg: S2DataConfig = {
+  meta: [
+    {
+      field: '2d7feabd-76a2-4c11-8f24-79764af936b4',
+      name: '一级维度',
+    },
+    {
+      field: '30b4b32d-d69a-4772-b7f9-84cd54cf0cec',
+      name: '二级维度',
+    },
+    {
+      field: 'c5ce4e54-795a-42b3-9cc8-e8b685da44ee',
+      name: '数值',
+    },
+  ],
+  fields: {
+    rows: [
+      '2d7feabd-76a2-4c11-8f24-79764af936b4',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec',
+    ],
+    columns: [],
+    values: ['c5ce4e54-795a-42b3-9cc8-e8b685da44ee'],
+    valueInCols: true,
+  },
+  data: [
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '总计',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 1732771,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '维值-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '维值-2',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 172245,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '维值-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '维值-2',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 12222,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '维值-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '维值-3',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 11111,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '维值-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '维值-3',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 11111,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '维值-1',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 456,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-2',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 12,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-2',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 4444567,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-3',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 111233,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-3',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 785222,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-4',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 6455644,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-4',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 289898,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-5',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 2222,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-5',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 1111,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-1',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 125555,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-x',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 409090,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-x',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 111111,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-7',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 5555,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-7',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 67878,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-8',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 53445.464,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      '30b4b32d-d69a-4772-b7f9-84cd54cf0cec': '测试-8',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 456.464,
+    },
+    {
+      '2d7feabd-76a2-4c11-8f24-79764af936b4': '测试-6',
+      'c5ce4e54-795a-42b3-9cc8-e8b685da44ee': 123.416,
+    },
+  ],
+};
+
+describe('Miss Dimension Values Tests', () => {
+  let s2: SpreadSheet;
+
+  beforeEach(() => {
+    s2 = new PivotSheet(getContainer(), testDataCfg, s2Options);
+    s2.render();
+  });
+
+  test('should get correctly empty dimension values', () => {
+    const emptyDimensionValueNode = s2.getRowNodes()[0].children[0];
+
+    expect(emptyDimensionValueNode.value).toEqual(EMPTY_FIELD_VALUE);
+    expect(emptyDimensionValueNode.id).toEqual(
+      `root[&]总计[&]${EMPTY_FIELD_VALUE}`,
+    );
+    expect(emptyDimensionValueNode.belongsCell.getActualText()).toEqual('-');
+  });
+
+  test('should get correctly empty dimension values and use custom placeholder text', () => {
+    const placeholder = '*';
+
+    s2.setOptions({
+      placeholder,
+    });
+    s2.render(false);
+
+    const emptyDimensionValueNode = s2.getRowNodes()[0].children[0];
+    expect(emptyDimensionValueNode.belongsCell.getActualText()).toEqual(
+      placeholder,
+    );
+  });
+
+  test('should get correctly dimension data and ignore empty dimension value', () => {
+    const emptyDimensionValueNode = s2.getRowNodes()[0].children[0];
+
+    const data = s2.dataSet.getMultiData(emptyDimensionValueNode.query);
+    const dimensionValues = s2.dataSet.getDimensionValues(
+      emptyDimensionValueNode.field,
+    );
+    const emptyDimensionDataCell =
+      s2.interaction.getPanelGroupAllDataCells()[0];
+
+    expect(emptyDimensionValueNode.query).toEqual(
+      emptyDimensionValueNode.parent.query,
+    );
+    expect(emptyDimensionDataCell.getMeta().fieldValue).toEqual(1732771);
+    expect(data).toMatchInlineSnapshot(`
+      Array [
+        Array [
+          Object {
+            "$$extra$$": "c5ce4e54-795a-42b3-9cc8-e8b685da44ee",
+            "$$value$$": 1732771,
+            "2d7feabd-76a2-4c11-8f24-79764af936b4": "总计",
+            "c5ce4e54-795a-42b3-9cc8-e8b685da44ee": 1732771,
+          },
+        ],
+      ]
+    `);
+    expect(dimensionValues).toMatchInlineSnapshot(`
+      Array [
+        "维值-2",
+        "维值-3",
+        "测试-2",
+        "测试-3",
+        "测试-4",
+        "测试-5",
+        "测试-x",
+        "测试-7",
+        "测试-8",
+      ]
+    `);
+  });
+});
diff --git a/packages/s2-core/src/cell/base-cell.ts b/packages/s2-core/src/cell/base-cell.ts
index 0a1c4523e4..7bcfa41b54 100644
--- a/packages/s2-core/src/cell/base-cell.ts
+++ b/packages/s2-core/src/cell/base-cell.ts
@@ -14,6 +14,7 @@ import {
 } from 'lodash';
 import {
   CellTypes,
+  EMPTY_FIELD_VALUE,
   InteractionStateName,
   SHAPE_ATTRS_MAP,
   SHAPE_STYLE_MAP,
@@ -135,7 +136,12 @@ export abstract class BaseCell<T extends SimpleBBox> extends Group {
   }
 
   public getFieldValue() {
-    return this.getFormattedFieldValue().formattedValue;
+    const { formattedValue } = this.getFormattedFieldValue();
+
+    if (formattedValue === EMPTY_FIELD_VALUE) {
+      return this.getActualText();
+    }
+    return formattedValue;
   }
 
   /**
diff --git a/packages/s2-core/src/cell/header-cell.ts b/packages/s2-core/src/cell/header-cell.ts
index a2dfd1eb3f..538b9c654b 100644
--- a/packages/s2-core/src/cell/header-cell.ts
+++ b/packages/s2-core/src/cell/header-cell.ts
@@ -74,6 +74,10 @@ export abstract class HeaderCell extends BaseCell<Node> {
     this.hasDefaultHiddenIcon = false;
   }
 
+  public getTreeIcon(): GuiIcon {
+    return this.treeIcon;
+  }
+
   protected getInteractiveBorderShapeStyle(border: number) {
     const { x, y, height, width } = this.getCellArea();
     return {
diff --git a/packages/s2-core/src/cell/row-cell.ts b/packages/s2-core/src/cell/row-cell.ts
index 413a77f5e1..3b0107e0fa 100644
--- a/packages/s2-core/src/cell/row-cell.ts
+++ b/packages/s2-core/src/cell/row-cell.ts
@@ -1,6 +1,6 @@
 import type { Point } from '@antv/g-canvas';
 import { GM } from '@antv/g-gesture';
-import { find, get } from 'lodash';
+import { find, get, isEmpty } from 'lodash';
 import type { SimpleBBox } from '@antv/g-canvas';
 import {
   CellTypes,
@@ -130,6 +130,7 @@ export class RowCell extends HeaderCell {
     ) {
       return;
     }
+
     return get(this.meta, 'parent.belongsCell.treeIcon.cfg');
   }
 
diff --git a/packages/s2-core/src/common/constant/basic.ts b/packages/s2-core/src/common/constant/basic.ts
index ab288ab89d..c7e0a95922 100644
--- a/packages/s2-core/src/common/constant/basic.ts
+++ b/packages/s2-core/src/common/constant/basic.ts
@@ -4,6 +4,7 @@ export const EXTRA_FIELD = '$$extra$$';
 export const EXTRA_COLUMN_FIELD = '$$extra_column$$';
 export const TOTAL_VALUE = '$$total$$';
 export const SERIES_NUMBER_FIELD = '$$series_number$$';
+export const EMPTY_FIELD_VALUE = '$$empty_field_value$$';
 
 export const BACK_GROUND_GROUP_CONTAINER_Z_INDEX = 0;
 
diff --git a/packages/s2-core/src/facet/layout/build-gird-hierarchy.ts b/packages/s2-core/src/facet/layout/build-gird-hierarchy.ts
index eb8de392ec..53864399f3 100644
--- a/packages/s2-core/src/facet/layout/build-gird-hierarchy.ts
+++ b/packages/s2-core/src/facet/layout/build-gird-hierarchy.ts
@@ -1,5 +1,5 @@
 import { isEmpty, isUndefined } from 'lodash';
-import { EXTRA_FIELD } from '../../common/constant';
+import { EMPTY_FIELD_VALUE, EXTRA_FIELD } from '../../common/constant';
 import { addTotals } from '../../utils/layout/add-totals';
 import { generateHeaderNodes } from '../../utils/layout/generate-header-nodes';
 import { getDimsCondition } from '../../utils/layout/get-dims-condition-by-node';
@@ -23,9 +23,8 @@ const buildTotalGridHierarchy = (params: GridHeaderParams) => {
 
   const { dataSet, values, spreadsheet } = facetCfg;
   const fieldValues: FieldValue[] = [];
-  const fieldName = dataSet.getFieldName(currentField);
 
-  let query = {};
+  let query: Record<string, unknown> = {};
   const totalsConfig = spreadsheet.getTotalsConfig(currentField);
   const dimensionGroup = parentNode.isGrandTotals
     ? totalsConfig.totalsGroupDimensions
@@ -44,15 +43,15 @@ const buildTotalGridHierarchy = (params: GridHeaderParams) => {
           }),
       ),
     );
-    if (isEmpty(fieldValues)) {
-      fieldValues.push(fieldName);
+    if (isEmpty(fieldValues) && currentField) {
+      fieldValues.push(EMPTY_FIELD_VALUE);
     }
   } else if (addTotalMeasureInTotal && currentField === EXTRA_FIELD) {
     // add total measures
     query = getDimsCondition(parentNode);
     fieldValues.push(...values.map((v) => new TotalMeasure(v)));
   } else if (whetherLeafByLevel({ facetCfg, level: index, fields })) {
-    // 如果最后一级没有分组维度，则将上一个结点设为叶子结点
+    // 如果最后一级没有分组维度，则将上一个结点设为叶子节点
     parentNode.isLeaf = true;
     hierarchy.pushIndexNode(parentNode);
     parentNode.rowIndex = hierarchy.getIndexNodes().length - 1;
@@ -80,9 +79,8 @@ const buildNormalGridHierarchy = (params: GridHeaderParams) => {
 
   const { dataSet, spreadsheet } = facetCfg;
   const fieldValues: FieldValue[] = [];
-  const fieldName = dataSet.getFieldName(currentField);
 
-  let query = {};
+  let query: Record<string, unknown> = {};
 
   // field(dimension)'s all values
   query = getDimsCondition(parentNode, true);
@@ -99,11 +97,11 @@ const buildNormalGridHierarchy = (params: GridHeaderParams) => {
 
   // add skeleton for empty data
 
-  if (isEmpty(fieldValues)) {
+  if (isEmpty(fieldValues) && currentField) {
     if (currentField === EXTRA_FIELD) {
       fieldValues.push(...dataSet.fields?.values);
     } else {
-      fieldValues.push(fieldName);
+      fieldValues.push(EMPTY_FIELD_VALUE);
     }
   }
 
diff --git a/packages/s2-core/src/utils/layout/generate-header-nodes.ts b/packages/s2-core/src/utils/layout/generate-header-nodes.ts
index aa33a7bf42..482a5d2c4c 100644
--- a/packages/s2-core/src/utils/layout/generate-header-nodes.ts
+++ b/packages/s2-core/src/utils/layout/generate-header-nodes.ts
@@ -1,5 +1,9 @@
 import { isBoolean } from 'lodash';
-import { EXTRA_FIELD, SERIES_NUMBER_FIELD } from '../../common/constant';
+import {
+  EMPTY_FIELD_VALUE,
+  EXTRA_FIELD,
+  SERIES_NUMBER_FIELD,
+} from '../../common/constant';
 import { i18n } from '../../common/i18n';
 import { buildGridHierarchy } from '../../facet/layout/build-gird-hierarchy';
 import type {
@@ -33,12 +37,13 @@ export const generateHeaderNodes = (params: HeaderNodesParams) => {
     const isTotals = fieldValue instanceof TotalClass;
     const isTotalMeasure = fieldValue instanceof TotalMeasure;
     let value: string;
-    let nodeQuery;
+    let nodeQuery: Record<string, unknown>;
     let isLeaf = false;
     let isGrandTotals = false;
     let isSubTotals = false;
     let isTotalRoot = false;
     let adjustedField = currentField;
+
     if (isTotals) {
       const totalClass = fieldValue as TotalClass;
       isGrandTotals = totalClass.isGrandTotals;
@@ -72,7 +77,11 @@ export const generateHeaderNodes = (params: HeaderNodesParams) => {
     } else {
       value = fieldValue;
       // root[&]四川[&]成都 => {province: '四川', city: '成都' }
-      nodeQuery = { ...query, [currentField]: value };
+      // 子维度的维值为空时, 使用父级节点的 query, 避免查询不到数据
+      nodeQuery =
+        value === EMPTY_FIELD_VALUE
+          ? { ...query }
+          : { ...query, [currentField]: value };
       isLeaf = whetherLeafByLevel({ facetCfg, level, fields });
     }
     const uniqueId = generateId(parentNode.id, value);
diff --git a/packages/s2-core/src/utils/text.ts b/packages/s2-core/src/utils/text.ts
index 833940b721..755ff93d63 100644
--- a/packages/s2-core/src/utils/text.ts
+++ b/packages/s2-core/src/utils/text.ts
@@ -18,6 +18,7 @@ import type { ColCell } from '../cell';
 import {
   CellTypes,
   ELLIPSIS_SYMBOL,
+  EMPTY_FIELD_VALUE,
   EMPTY_PLACEHOLDER,
 } from '../common/constant';
 import type {
@@ -205,9 +206,11 @@ export const getEllipsisText = ({
   placeholder?: string;
 }) => {
   let font = {};
-  const empty = placeholder ?? EMPTY_PLACEHOLDER;
-  // [null, undefined, ''] will return empty
-  const finalText = isNil(text) || text === '' ? empty : `${text}`;
+  const emptyPlaceholder = placeholder ?? EMPTY_PLACEHOLDER;
+  // 对应维度缺少维度数据时, 会使用 EMPTY_FIELD_VALUE 填充, 实际渲染时统一转成 "-"
+  const isEmptyText = isNil(text) || text === '' || text === EMPTY_FIELD_VALUE;
+  const finalText = isEmptyText ? emptyPlaceholder : `${text}`;
+
   let priority = priorityParam;
   if (fontParam && isArray(fontParam)) {
     priority = fontParam as string[];