diff --git a/packages/core/src/__tests__/array.spec.ts b/packages/core/src/__tests__/array.spec.ts
index cdb92ccc750..d41ac5d7e80 100644
--- a/packages/core/src/__tests__/array.spec.ts
+++ b/packages/core/src/__tests__/array.spec.ts
@@ -297,23 +297,24 @@ test('fault tolerance', () => {
   array.move(0, 1)
   expect(array.value).toEqual([1])
   array.moveUp(1)
-  expect(array.value).toEqual([undefined, 1])
+  expect(array.value).toEqual([1])
   array.moveDown(1)
-  expect(array.value).toEqual([1, undefined])
+  expect(array.value).toEqual([1])
   array.insert(1)
-  expect(array.value).toEqual([1, undefined])
+  expect(array.value).toEqual([1])
   array2.move(1, 1)
   expect(array2.value).toEqual([1, 2])
+  array2.push(3)
   array2.moveUp(2)
-  expect(array2.value).toEqual([1, undefined, 2])
+  expect(array2.value).toEqual([1, 3, 2])
   array2.moveUp(0)
-  expect(array2.value).toEqual([undefined, 2, 1])
+  expect(array2.value).toEqual([3, 2, 1])
   array2.moveDown(0)
-  expect(array2.value).toEqual([2, undefined, 1])
+  expect(array2.value).toEqual([2, 3, 1])
   array2.moveDown(1)
-  expect(array2.value).toEqual([2, 1, undefined])
+  expect(array2.value).toEqual([2, 1, 3])
   array2.moveDown(2)
-  expect(array2.value).toEqual([undefined, 2, 1])
+  expect(array2.value).toEqual([3, 2, 1])
 })
 
 test('mutation fault tolerance', () => {
diff --git a/packages/core/src/models/ArrayField.ts b/packages/core/src/models/ArrayField.ts
index f9607729689..6e38d1a9273 100644
--- a/packages/core/src/models/ArrayField.ts
+++ b/packages/core/src/models/ArrayField.ts
@@ -1,4 +1,4 @@
-import { isArr } from '@formily/shared'
+import { isArr, move } from '@formily/shared'
 import { action, reaction } from '@formily/reactive'
 import {
   spliceArrayState,
@@ -68,6 +68,9 @@ export class ArrayField<
       if (!isArr(this.value)) {
         this.value = []
       }
+      if (items.length === 0) {
+        return
+      }
       spliceArrayState(this, {
         startIndex: index,
         insertCount: items.length,
@@ -115,9 +118,7 @@ export class ArrayField<
     if (!isArr(this.value)) return
     if (fromIndex === toIndex) return
     return action(() => {
-      const fromItem = this.value[fromIndex]
-      this.value.splice(fromIndex, 1)
-      this.value.splice(toIndex, 0, fromItem)
+      move(this.value, fromIndex, toIndex)
       exchangeArrayState(this, {
         fromIndex,
         toIndex,
diff --git a/packages/shared/src/__tests__/index.spec.ts b/packages/shared/src/__tests__/index.spec.ts
index 837f58b00f9..66b490a610b 100644
--- a/packages/shared/src/__tests__/index.spec.ts
+++ b/packages/shared/src/__tests__/index.spec.ts
@@ -4,6 +4,7 @@ import { isEqual } from '../compare'
 import {
   toArr,
   every,
+  move,
   some,
   findIndex,
   find,
@@ -958,3 +959,25 @@ test('applyMiddleware with error', async () => {
     expect(e).toEqual('this is error')
   }
 })
+
+test('move', () => {
+  const array1 = [1]
+  move(array1, 1, 0)
+  expect(array1).toEqual([1])
+  move(array1, 0, 1)
+  expect(array1).toEqual([1])
+  move(array1, -1, 1)
+  expect(array1).toEqual([1])
+  move(array1, 0, 3)
+  expect(array1).toEqual([1])
+
+  const array2 = [0, 1, 2]
+  move(array2, 0, 2)
+  expect(array2).toEqual([1, 2, 0])
+  move(array2, 1, 1)
+  expect(array2).toEqual([1, 2, 0])
+
+  const array3 = [0, 1, 2, 3]
+  move(array3, 3, 1)
+  expect(array3).toEqual([0, 3, 1, 2])
+})
diff --git a/packages/shared/src/array.ts b/packages/shared/src/array.ts
index 0d2b9b1d50f..efbf3772e26 100644
--- a/packages/shared/src/array.ts
+++ b/packages/shared/src/array.ts
@@ -279,3 +279,35 @@ export function includes(val: any, searchElement: any, revert?: boolean) {
   if (isStr(val)) return val.includes(searchElement)
   return some(val, (item) => item === searchElement, revert)
 }
+
+export function move<T extends any>(
+  array: T[],
+  fromIndex: number,
+  toIndex: number
+) {
+  if (fromIndex === toIndex) return array
+
+  if (
+    toIndex < 0 ||
+    fromIndex < 0 ||
+    toIndex > array.length - 1 ||
+    fromIndex > array.length - 1
+  ) {
+    return array
+  }
+
+  if (fromIndex < toIndex) {
+    const fromItem = array[fromIndex]
+    for (let index = fromIndex; index < toIndex; index++) {
+      array[index] = array[index + 1]
+    }
+    array[toIndex] = fromItem
+  } else {
+    const fromItem = array[fromIndex]
+    for (let index = fromIndex; index > toIndex; index--) {
+      array[index] = array[index - 1]
+    }
+    array[toIndex] = fromItem
+  }
+  return array
+}