diff --git a/__tests__/integration/snapshots/static/alphabetIntervalAxisArrow.png b/__tests__/integration/snapshots/static/alphabetIntervalAxisArrow.png
new file mode 100644
index 0000000000..82e3d57e0e
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diff --git a/__tests__/integration/snapshots/static/alphabetIntervalAxisArrowPosition.png b/__tests__/integration/snapshots/static/alphabetIntervalAxisArrowPosition.png
new file mode 100644
index 0000000000..a0a46ee309
Binary files /dev/null and b/__tests__/integration/snapshots/static/alphabetIntervalAxisArrowPosition.png differ
diff --git a/__tests__/integration/snapshots/static/alphabetIntervalAxisArrowTransposed.png b/__tests__/integration/snapshots/static/alphabetIntervalAxisArrowTransposed.png
new file mode 100644
index 0000000000..47c2db98da
Binary files /dev/null and b/__tests__/integration/snapshots/static/alphabetIntervalAxisArrowTransposed.png differ
diff --git a/__tests__/plots/static/alphabet-interval-axis-arrow-position.ts b/__tests__/plots/static/alphabet-interval-axis-arrow-position.ts
new file mode 100644
index 0000000000..725dbb6c07
--- /dev/null
+++ b/__tests__/plots/static/alphabet-interval-axis-arrow-position.ts
@@ -0,0 +1,21 @@
+import { G2Spec } from '../../../src';
+
+export function alphabetIntervalAxisArrowPosition(): G2Spec {
+  return {
+    type: 'interval',
+    transform: [{ type: 'sortX', by: 'y', reverse: true }],
+    data: {
+      type: 'fetch',
+      value: 'data/alphabet.csv',
+    },
+    axis: {
+      x: { line: true, arrow: true, position: 'top' },
+      y: { labelFormatter: '.0%', line: true, arrow: true, position: 'right' },
+    },
+    encode: {
+      x: 'letter',
+      y: 'frequency',
+      color: 'steelblue',
+    },
+  };
+}
diff --git a/__tests__/plots/static/alphabet-interval-axis-arrow-transposed.ts b/__tests__/plots/static/alphabet-interval-axis-arrow-transposed.ts
new file mode 100644
index 0000000000..34cd869abc
--- /dev/null
+++ b/__tests__/plots/static/alphabet-interval-axis-arrow-transposed.ts
@@ -0,0 +1,21 @@
+import { G2Spec } from '../../../src';
+
+export function alphabetIntervalAxisArrowTransposed(): G2Spec {
+  return {
+    type: 'interval',
+    coordinate: { transform: [{ type: 'transpose' }] },
+    data: {
+      type: 'fetch',
+      value: 'data/alphabet.csv',
+    },
+    axis: {
+      x: { line: true, arrow: true },
+      y: { labelFormatter: '.0%', line: true, arrow: true },
+    },
+    encode: {
+      x: 'letter',
+      y: 'frequency',
+      color: 'steelblue',
+    },
+  };
+}
diff --git a/__tests__/plots/static/alphabet-interval-axis-arrow.ts b/__tests__/plots/static/alphabet-interval-axis-arrow.ts
new file mode 100644
index 0000000000..f1bcdf48b0
--- /dev/null
+++ b/__tests__/plots/static/alphabet-interval-axis-arrow.ts
@@ -0,0 +1,20 @@
+import { G2Spec } from '../../../src';
+
+export function alphabetIntervalAxisArrow(): G2Spec {
+  return {
+    type: 'interval',
+    data: {
+      type: 'fetch',
+      value: 'data/alphabet.csv',
+    },
+    axis: {
+      x: { line: true, arrow: true },
+      y: { labelFormatter: '.0%', line: true, arrow: true },
+    },
+    encode: {
+      x: 'letter',
+      y: 'frequency',
+      color: 'steelblue',
+    },
+  };
+}
diff --git a/__tests__/plots/static/index.ts b/__tests__/plots/static/index.ts
index 4f782989a5..3bff3a073b 100644
--- a/__tests__/plots/static/index.ts
+++ b/__tests__/plots/static/index.ts
@@ -248,6 +248,9 @@ export { mockAxisY } from './mock-axisY';
 export { mockAxisXY } from './mock-axisXY';
 export { mockAxisXYPolar } from './mock-axisXY-polar';
 export { alphabetIntervalAxis } from './alphabet-interval-axis';
+export { alphabetIntervalAxisArrow } from './alphabet-interval-axis-arrow';
+export { alphabetIntervalAxisArrowTransposed } from './alphabet-interval-axis-arrow-transposed';
+export { alphabetIntervalAxisArrowPosition } from './alphabet-interval-axis-arrow-position';
 export { commitsPointGroupedLegendFlexCenter } from './commits-point-grouped-legend-flex-center';
 export { commitsPointGroupedLegendFlexRight } from './commits-point-grouped-legend-flex-right';
 export { commitsPointGroupedLegendPositionRight } from './commits-point-grouped-legend-position-right';
diff --git a/src/component/axis.ts b/src/component/axis.ts
index 4eca8099ed..72f343b6f2 100644
--- a/src/component/axis.ts
+++ b/src/component/axis.ts
@@ -2,7 +2,7 @@ import { Coordinate } from '@antv/coord';
 import type { DisplayObject } from '@antv/g';
 import { Axis as AxisComponent } from '@antv/gui';
 import { Linear as LinearScale } from '@antv/scale';
-import { deepMix, has, omit } from '@antv/util';
+import { deepMix, omit } from '@antv/util';
 import { extent } from 'd3-array';
 import { format } from 'd3-format';
 import {
@@ -24,6 +24,7 @@ import {
   radiusOf,
 } from '../utils/coordinate';
 import { capitalizeFirst } from '../utils/helper';
+import { isOrdinalScale } from '../utils/scale';
 import { adaptor, isVertical, titleContent } from './utils';
 
 export type AxisOptions = {
@@ -157,6 +158,7 @@ function getData(
   const applyFisheye = createFisheye(position, coordinate);
   const isHorizontal = (position) =>
     ['top', 'bottom', 'center', 'outer'].includes(position);
+  const isVertical = (position) => ['left', 'right'].includes(position);
 
   // @todo GUI should consider the overlap problem for the first
   // and label of arc axis.
@@ -168,7 +170,9 @@ function getData(
         (isRadial(coordinate) && position === 'center') ||
         (isTranspose(coordinate) &&
           scale.getTicks?.() &&
-          isHorizontal(position));
+          isHorizontal(position)) ||
+        (isTranspose(coordinate) && isVertical(position));
+
       return {
         value: shouldReverse ? 1 - tick : tick,
         label: toString(labelFormatter(prettyNumber(d), i, array)),
@@ -180,8 +184,9 @@ function getData(
   return filteredTicks.map((d, i, array) => {
     const offset = scale.getBandWidth?.(d) / 2 || 0;
     const tick = applyFisheye(applyInset(scale.map(d) + offset));
+    const shouldReverse = isVertical(position);
     return {
-      value: tick,
+      value: shouldReverse ? 1 - tick : tick,
       label: toString(labelFormatter(prettyNumber(d), i, array)),
       id: String(i),
     };
@@ -291,10 +296,10 @@ function inferAxisLinearOverrideStyle(
     return { startPos: [x, y], endPos: [x + width, y] };
   }
   if (position === 'left') {
-    return { startPos: [x + width, y], endPos: [x + width, y + height] };
+    return { startPos: [x + width, y + height], endPos: [x + width, y] };
   }
   if (position === 'right') {
-    return { endPos: [x, y + height], startPos: [x, y] };
+    return { startPos: [x, y + height], endPos: [x, y] };
   }
   if (position === 'top') {
     return { startPos: [x, y + height], endPos: [x + width, y + height] };
diff --git a/src/theme/academy.ts b/src/theme/academy.ts
index 93b2295e3a..71d702c4fa 100644
--- a/src/theme/academy.ts
+++ b/src/theme/academy.ts
@@ -245,10 +245,10 @@ export const Academy: TC<AcademyOptions> = (options) => {
       titleTextBaseline: 'bottom',
     },
     axisLeft: {
-      gridDirection: 'negative',
-      labelDirection: 'positive',
+      gridDirection: 'positive',
+      labelDirection: 'negative',
       labelSpacing: 4,
-      tickDirection: 'positive',
+      tickDirection: 'negative',
       titlePosition: 'left',
       titleSpacing: 4,
       titleTextBaseline: 'middle',
@@ -256,10 +256,10 @@ export const Academy: TC<AcademyOptions> = (options) => {
       titleTransformOrigin: 'center',
     },
     axisRight: {
-      gridDirection: 'positive',
-      labelDirection: 'negative',
+      gridDirection: 'negative',
+      labelDirection: 'positive',
       labelSpacing: 4,
-      tickDirection: 'negative',
+      tickDirection: 'positive',
       titlePosition: 'right',
       titleSpacing: 0,
       titleTextBaseline: 'top',
diff --git a/src/theme/classic.ts b/src/theme/classic.ts
index 51785f2e29..38cbfc497f 100644
--- a/src/theme/classic.ts
+++ b/src/theme/classic.ts
@@ -245,11 +245,11 @@ export const Classic: TC<ClassicOptions> = (options) => {
       titleTextBaseline: 'bottom',
     },
     axisLeft: {
-      gridDirection: 'negative',
+      gridDirection: 'positive',
       labelAutoRotate: false,
-      labelDirection: 'positive',
+      labelDirection: 'negative',
       labelSpacing: 4,
-      tickDirection: 'positive',
+      tickDirection: 'negative',
       titlePosition: 'left',
       titleSpacing: 10,
       titleTextBaseline: 'middle',
@@ -257,11 +257,10 @@ export const Classic: TC<ClassicOptions> = (options) => {
       titleTransformOrigin: 'center',
     },
     axisRight: {
-      gridDirection: 'positive',
-      labelDirection: 'negative',
+      gridDirection: 'negative',
+      labelDirection: 'positive',
       labelSpacing: 4,
-      labelAutoRotate: false,
-      tickDirection: 'negative',
+      tickDirection: 'positive',
       titlePosition: 'right',
       titleSpacing: 0,
       titleTextBaseline: 'top',
diff --git a/src/theme/classicDark.ts b/src/theme/classicDark.ts
index edc38262cc..679e1bd939 100644
--- a/src/theme/classicDark.ts
+++ b/src/theme/classicDark.ts
@@ -244,11 +244,11 @@ export const ClassicDark: TC<ClassicDarkOptions> = (options) => {
       titleTextBaseline: 'bottom',
     },
     axisLeft: {
-      gridDirection: 'negative',
+      gridDirection: 'positive',
       labelAutoRotate: false,
-      labelDirection: 'positive',
+      labelDirection: 'negative',
       labelSpacing: 4,
-      tickDirection: 'positive',
+      tickDirection: 'negative',
       titlePosition: 'left',
       titleSpacing: 10,
       titleTextBaseline: 'middle',
@@ -256,10 +256,10 @@ export const ClassicDark: TC<ClassicDarkOptions> = (options) => {
       titleTransformOrigin: 'center',
     },
     axisRight: {
-      gridDirection: 'positive',
-      labelDirection: 'negative',
+      gridDirection: 'negative',
+      labelDirection: 'positive',
       labelSpacing: 4,
-      tickDirection: 'negative',
+      tickDirection: 'positive',
       titlePosition: 'right',
       titleSpacing: 0,
       titleTextBaseline: 'top',
diff --git a/src/utils/scale.ts b/src/utils/scale.ts
index ef0fa34bc8..2e0177edc8 100644
--- a/src/utils/scale.ts
+++ b/src/utils/scale.ts
@@ -5,7 +5,7 @@ function constrain(x, lo, hi) {
 }
 
 export function isOrdinalScale(scale) {
-  return scale.getBandWidth;
+  return !!scale.getBandWidth;
 }
 
 export function invert(scale, x, start) {