diff --git a/common/changes/@visactor/vchart/fix-stacked-crosshair_2026-09-15.json b/common/changes/@visactor/vchart/fix-stacked-crosshair_2026-09-15.json
new file mode 100644
index 0000000000..d93cfe4c1e
--- /dev/null
+++ b/common/changes/@visactor/vchart/fix-stacked-crosshair_2026-09-15.json
@@ -0,0 +1,10 @@
+{
+  "changes": [
+    {
+      "packageName": "@visactor/vchart",
+      "comment": "fix: 修复 #4561 导致堆叠数值轴 crosshair 错误显示范围标签及偏移，保留马赛克和直方图的维度区间高亮",
+      "type": "patch"
+    }
+  ],
+  "packageName": "@visactor/vchart"
+}
diff --git a/packages/vchart/__tests__/unit/component/crosshair/crosshair-util.test.ts b/packages/vchart/__tests__/unit/component/crosshair/crosshair-util.test.ts
index 3641ce7567..a670f52d1e 100644
--- a/packages/vchart/__tests__/unit/component/crosshair/crosshair-util.test.ts
+++ b/packages/vchart/__tests__/unit/component/crosshair/crosshair-util.test.ts
@@ -19,7 +19,7 @@ describe('crosshair utils', () => {
       const axis = {
         getScale: () => ({ type: 'linear', scale }),
         getLayoutStartPoint: () => ({ x: 0, y: 0 }),
-        getVRenderComponents: () => [],
+        getVRenderComponents: (): [] => [],
         getSpec: () => ({}),
         getOrient: () => orient,
         getRegions: () => [
@@ -37,6 +37,7 @@ describe('crosshair utils', () => {
         }
       };
       const series = {
+        getStack: () => false,
         fieldX: ['start'],
         fieldY: ['start'],
         fieldX2: 'end',
diff --git a/packages/vchart/__tests__/unit/component/crosshair/stacked-crosshair.test.ts b/packages/vchart/__tests__/unit/component/crosshair/stacked-crosshair.test.ts
new file mode 100644
index 0000000000..00b79f3420
--- /dev/null
+++ b/packages/vchart/__tests__/unit/component/crosshair/stacked-crosshair.test.ts
@@ -0,0 +1,162 @@
+import VChart, { registerMosaicChart, type ICartesianSeries, type ISpec } from '../../../../src';
+import type { LineCrosshair, RectCrosshair } from '@visactor/vrender-components';
+import type { CartesianAxis } from '../../../../src/component/axis/cartesian';
+import type { CrossHairStateByField } from '../../../../src/component/crosshair/interface';
+import { createDiv, removeDom } from '../../../util/dom';
+
+registerMosaicChart();
+
+type CrosshairForTest = {
+  _layoutCrosshair: (x: number, y: number) => void;
+  _stateByField: CrossHairStateByField;
+  getLayoutStartPoint: () => { x: number; y: number };
+};
+
+const values = [
+  { category: 'Nail polish', country: 'Africa', value: 4229 },
+  { category: 'Nail polish', country: 'EU', value: 4376 },
+  { category: 'Nail polish', country: 'China', value: 3054 },
+  { category: 'Nail polish', country: 'USA', value: 12814 },
+  { category: 'Mascara', country: 'Africa', value: 18712 },
+  { category: 'Mascara', country: 'EU', value: 6134 },
+  { category: 'Mascara', country: 'China', value: 10419 },
+  { category: 'Mascara', country: 'USA', value: 11261 }
+];
+
+describe('stacked crosshair', () => {
+  let dom: HTMLElement;
+  let chart: VChart;
+
+  beforeEach(() => {
+    dom = createDiv();
+  });
+
+  afterEach(() => {
+    chart?.release();
+    removeDom(dom);
+  });
+
+  const render = (spec: ISpec) => {
+    chart = new VChart({ width: 500, height: 500, ...spec }, { dom, animation: false });
+    chart.renderSync();
+    const crosshair = chart.getComponents().find(c => c.type === 'cartesianCrosshair') as unknown as CrosshairForTest;
+    const series = chart.getChart().getAllSeries()[0] as ICartesianSeries;
+    const axes = chart.getComponents().filter(c => c.specKey === 'axes') as CartesianAxis[];
+    return { crosshair, series, axes };
+  };
+
+  test.each([
+    ['bar', 'vertical', false, false, 1],
+    ['bar', 'horizontal', false, false, 1],
+    ['bar', 'vertical', true, false, 1],
+    ['bar', 'horizontal', true, false, 1],
+    ['bar', 'vertical', false, false, -1],
+    ['bar', 'vertical', false, true, 1],
+    ['area', 'vertical', false, false, 1]
+  ])('%s %s inverse=%s percent=%s sign=%s keeps the pointer value', (type, direction, inverse, percent, sign) => {
+    const isHorizontal = direction === 'horizontal';
+    const measureKey = isHorizontal ? 'x' : 'y';
+    const dimensionKey = isHorizontal ? 'y' : 'x';
+    const { crosshair, series, axes } = render({
+      type,
+      direction,
+      percent,
+      data: { values: values.map(d => ({ ...d, value: d.value * (sign as number) })) },
+      xField: isHorizontal ? 'value' : 'category',
+      yField: isHorizontal ? 'category' : 'value',
+      seriesField: 'country',
+      axes: [
+        { orient: isHorizontal ? 'left' : 'bottom', type: 'band' },
+        { orient: isHorizontal ? 'bottom' : 'left', type: 'linear', inverse },
+        { orient: isHorizontal ? 'top' : 'right', type: 'linear', inverse }
+      ],
+      crosshair: {
+        xField: { visible: true, label: { visible: true } },
+        yField: { visible: true, label: { visible: true } }
+      }
+    } as ISpec);
+
+    expect(series.getStack()).toBe(true);
+    const pointerValue = percent ? 0.47 : 22000 * (sign as number);
+    const point = { x: 0, y: 0 };
+    const start = crosshair.getLayoutStartPoint();
+    point[dimensionKey] =
+      axes[0].getScale().scale('Mascara') + axes[0].getLayoutStartPoint()[dimensionKey] - start[dimensionKey];
+    point[measureKey] =
+      axes[1].getScale().scale(pointerValue) + axes[1].getLayoutStartPoint()[measureKey] - start[measureKey];
+    const getViewData = jest.spyOn(series, 'getViewData');
+
+    crosshair._layoutCrosshair(point.x, point.y);
+
+    const state = crosshair._stateByField[`${measureKey}Field`];
+    const labelKeys = isHorizontal ? ['bottom', 'top'] : ['left', 'right'];
+    for (const labelKey of labelKeys) {
+      expect(+state.cacheInfo.labels[labelKey].text).toBeCloseTo(pointerValue);
+    }
+    expect(state.cacheInfo.visible).toBe(true);
+    const line = state.crosshairComp as LineCrosshair;
+    expect(line.attribute.start[measureKey]).toBeCloseTo(point[measureKey] + start[measureKey]);
+    expect(line.attribute.end[measureKey]).toBeCloseTo(point[measureKey] + start[measureKey]);
+    expect(getViewData).not.toHaveBeenCalled();
+    getViewData.mockRestore();
+  });
+
+  test.each([
+    ['mosaic', 'vertical', false],
+    ['mosaic', 'horizontal', true],
+    ['histogram', 'vertical', true],
+    ['histogram', 'horizontal', false]
+  ])('%s %s inverse=%s retains dimension range highlighting', (type, direction, inverse) => {
+    const isHorizontal = direction === 'horizontal';
+    const dimensionKey = isHorizontal ? 'y' : 'x';
+    const isMosaic = type === 'mosaic';
+    const { crosshair, series, axes } = render({
+      type,
+      direction,
+      data: {
+        values: [
+          { category: 'A', start: 0, end: 2, country: 'EU', value: 3 },
+          { category: 'A', start: 0, end: 2, country: 'USA', value: 7 },
+          { category: 'B', start: 2, end: 10, country: 'EU', value: 6 },
+          { category: 'B', start: 2, end: 10, country: 'USA', value: 4 }
+        ]
+      },
+      xField: isHorizontal ? 'value' : isMosaic ? 'category' : 'start',
+      yField: isHorizontal ? (isMosaic ? 'category' : 'start') : 'value',
+      ...(isMosaic ? {} : { [isHorizontal ? 'y2Field' : 'x2Field']: 'end' }),
+      seriesField: 'country',
+      axes: [
+        { orient: isHorizontal ? 'left' : 'bottom', type: 'linear', inverse },
+        { orient: isHorizontal ? 'bottom' : 'left', type: 'linear' }
+      ],
+      crosshair: {
+        [`${dimensionKey}Field`]: { visible: true, line: { type: 'rect' }, label: { visible: true } }
+      }
+    } as ISpec);
+
+    expect(series.getStack()).toBe(true);
+    const datum = series.getViewData().latestData[0];
+    const field1 = isHorizontal ? series.fieldY[0] : series.fieldX[0];
+    const field2 = isHorizontal ? series.fieldY2 : series.fieldX2;
+    const minValue = Math.min(datum[field1], datum[field2]);
+    const maxValue = Math.max(datum[field1], datum[field2]);
+    const start = crosshair.getLayoutStartPoint();
+    const point = { x: 100, y: 100 };
+    point[dimensionKey] =
+      axes[0].getScale().scale((minValue + maxValue) / 2) +
+      axes[0].getLayoutStartPoint()[dimensionKey] -
+      start[dimensionKey];
+
+    crosshair._layoutCrosshair(point.x, point.y);
+
+    const state = crosshair._stateByField[`${dimensionKey}Field`];
+    const labelKey = isHorizontal ? 'left' : 'bottom';
+    const pos1 = axes[0].getScale().scale(minValue) + axes[0].getLayoutStartPoint()[dimensionKey];
+    const pos2 = axes[0].getScale().scale(maxValue) + axes[0].getLayoutStartPoint()[dimensionKey];
+    expect(state.cacheInfo.visible).toBe(true);
+    expect(state.cacheInfo.labels[labelKey].text).toBe(`${minValue} ~ ${maxValue}`);
+    const rect = state.crosshairComp as RectCrosshair;
+    expect(rect.attribute.start[dimensionKey]).toBeCloseTo(Math.min(pos1, pos2));
+    expect(rect.attribute.end[dimensionKey]).toBeCloseTo(Math.max(pos1, pos2));
+  });
+});
diff --git a/packages/vchart/src/component/crosshair/utils/cartesian.ts b/packages/vchart/src/component/crosshair/utils/cartesian.ts
index 1c08682608..aa5532b0e8 100644
--- a/packages/vchart/src/component/crosshair/utils/cartesian.ts
+++ b/packages/vchart/src/component/crosshair/utils/cartesian.ts
@@ -87,7 +87,10 @@ export const layoutByValue = (
         } else if (isContinuous(scale.type)) {
           const field1 = field === 'xField' ? series.fieldX[0] : series.fieldY[0]; // todo
           const field2 = field === 'xField' ? series.fieldX2 : series.fieldY2; // todo
-          const datum = getDatumByValue(series.getViewData().latestData, +value, field1, field2);
+          // 堆叠数值轴的起止字段表示堆叠位置，不作为 crosshair 的维度区间。
+          const isStackValue =
+            series.getStack() && coordKey === (series.direction === Direction.horizontal ? 'x' : 'y');
+          const datum = isStackValue ? null : getDatumByValue(series.getViewData().latestData, +value, field1, field2);
           if (datum) {
             const posStart = field === 'xField' ? series.dataToPositionX(datum) : series.dataToPositionY(datum);
             if (field2) {