diff --git a/packages/s2-core/__tests__/bugs/issue-1624-spec.ts b/packages/s2-core/__tests__/bugs/issue-1624-spec.ts
index 2589ed7966..42ce501af1 100644
--- a/packages/s2-core/__tests__/bugs/issue-1624-spec.ts
+++ b/packages/s2-core/__tests__/bugs/issue-1624-spec.ts
@@ -37,9 +37,11 @@ describe('Data Cell Border Tests', () => {
 
     await sleep(40);
 
-    // @ts-ignore
     const meta = dataCell.getCellArea();
-    const borderBbox = dataCell.getChildByIndex(2).getBBox();
+    // @ts-ignore
+    const borderBbox = dataCell.stateShapes
+      .get('interactiveBorderShape')
+      .getBBox();
 
     expect(meta.x).toEqual(borderBbox.x - borderWidth / 2);
     expect(meta.y).toEqual(borderBbox.y - borderWidth / 2);
diff --git a/packages/s2-core/__tests__/unit/cell/header-cell-spec.ts b/packages/s2-core/__tests__/unit/cell/header-cell-spec.ts
index 79c7f4ec74..14b9f566ee 100644
--- a/packages/s2-core/__tests__/unit/cell/header-cell-spec.ts
+++ b/packages/s2-core/__tests__/unit/cell/header-cell-spec.ts
@@ -83,6 +83,41 @@ describe('header cell formatter test', () => {
       expect(rowCell.getFieldValue()).toBe('小计');
     });
 
+    test('should not format pivot row grand total cell in tree mode', () => {
+      const rowGrandTotalNode = new Node({
+        id: `root[&]总计`,
+        key: '',
+        value: '总计',
+        parent: root,
+        label: '总计',
+        isTotals: true,
+        isGrandTotals: true,
+      });
+
+      const rowSubTotalNode = new Node({
+        id: `root[&]杭州`,
+        key: '',
+        value: '杭州',
+        parent: root,
+        label: '杭州',
+        isTotals: true,
+        isSubTotals: true,
+        isGrandTotals: false,
+      });
+
+      const formatter: Formatter = (value) => {
+        return `${value}1`;
+      };
+      jest.spyOn(s2.dataSet, 'getFieldFormatter').mockReturnValue(formatter);
+      jest.spyOn(s2, 'isHierarchyTreeType').mockReturnValue(true);
+
+      const grandTotalCell = new ColCell(rowGrandTotalNode, s2);
+      const subTotalCell = new RowCell(rowSubTotalNode, s2);
+
+      expect(grandTotalCell.getFieldValue()).toBe('总计');
+      expect(subTotalCell.getFieldValue()).toBe('杭州1');
+    });
+
     test('pivot corner cell not formatter', () => {
       const formatter: Formatter = (value) => {
         return `${value}1`;
diff --git a/packages/s2-core/src/cell/data-cell.ts b/packages/s2-core/src/cell/data-cell.ts
index 7457533eff..5e102d7cbd 100644
--- a/packages/s2-core/src/cell/data-cell.ts
+++ b/packages/s2-core/src/cell/data-cell.ts
@@ -192,12 +192,12 @@ export class DataCell extends BaseCell<ViewMeta> {
     this.resetTextAndConditionIconShapes();
     this.drawBackgroundShape();
     this.drawInteractiveBgShape();
-    this.drawInteractiveBorderShape();
     if (!this.shouldHideRowSubtotalData()) {
       this.drawConditionIntervalShape();
       this.drawTextShape();
       this.drawConditionIconShapes();
     }
+    this.drawInteractiveBorderShape();
     if (this.meta.isFrozenCorner) {
       this.drawBorderShape();
     }
diff --git a/packages/s2-core/src/cell/header-cell.ts b/packages/s2-core/src/cell/header-cell.ts
index 24fd214b00..9fa1d8129a 100644
--- a/packages/s2-core/src/cell/header-cell.ts
+++ b/packages/s2-core/src/cell/header-cell.ts
@@ -85,17 +85,27 @@ export abstract class HeaderCell extends BaseCell<Node> {
   }
 
   protected getFormattedFieldValue(): FormatResult {
-    const { label, isTotals } = this.meta;
+    const { label, isTotals, isGrandTotals } = this.meta;
 
     const formatter = this.spreadsheet.dataSet.getFieldFormatter(
       this.meta.field,
     );
 
-    // 如果是 总计/小计 文字单元格，不需要被格式化
     // 如果是 table mode，列头不需要被格式化
-    const isTableMode = this.spreadsheet.isTableMode();
+    // 树状模式下，小计是父维度本身，需要被格式化，此时只有总计才不需要被格式化
+    // 平铺模式下，总计/小计 文字单元格，不需要被格式化
+    // 自定义树模式下，没有总计小计概念，isTotals 均为 false, 所以不受影响
+    let shouldFormat = true;
+    if (this.spreadsheet.isTableMode()) {
+      shouldFormat = false;
+    } else if (this.spreadsheet.isHierarchyTreeType()) {
+      shouldFormat = !isGrandTotals;
+    } else {
+      shouldFormat = !isTotals;
+    }
+
     const formattedValue =
-      formatter && !isTableMode && !isTotals
+      shouldFormat && formatter
         ? formatter(label, undefined, this.meta)
         : label;