diff --git a/components/_util/transKeys.ts b/components/_util/transKeys.ts
new file mode 100644
index 000000000..d196b1137
--- /dev/null
+++ b/components/_util/transKeys.ts
@@ -0,0 +1,17 @@
+export const groupKeysMap = (keys: string[]) => {
+  const map = new Map<string, number>();
+  keys.forEach((key, index) => {
+    map.set(key, index);
+  });
+  return map;
+};
+
+export const groupDisabledKeysMap = <RecordType extends any[]>(dataSource: RecordType) => {
+  const map = new Map<string, number>();
+  dataSource.forEach(({ disabled, key }, index) => {
+    if (disabled) {
+      map.set(key, index);
+    }
+  });
+  return map;
+};
diff --git a/components/transfer/ListBody.tsx b/components/transfer/ListBody.tsx
index e90fde6e5..d798dae10 100644
--- a/components/transfer/ListBody.tsx
+++ b/components/transfer/ListBody.tsx
@@ -76,10 +76,7 @@ const ListBody = defineComponent({
           const maxPageCount = Math.ceil(
             props.filteredRenderItems.length / mergedPagination.value.pageSize,
           );
-
-          if (current.value > maxPageCount) {
-            current.value = maxPageCount;
-          }
+          current.value = Math.min(current.value, maxPageCount);
         }
       },
       { immediate: true },
diff --git a/components/transfer/index.tsx b/components/transfer/index.tsx
index b0075161b..8d2e0e773 100644
--- a/components/transfer/index.tsx
+++ b/components/transfer/index.tsx
@@ -24,7 +24,7 @@ import { FormItemInputContext, useInjectFormItemContext } from '../form/FormItem
 import type { RenderEmptyHandler } from '../config-provider/renderEmpty';
 import type { InputStatus } from '../_util/statusUtils';
 import { getStatusClassNames, getMergedStatus } from '../_util/statusUtils';
-
+import { groupKeysMap, groupDisabledKeysMap } from '../_util/transKeys';
 // CSSINJS
 import useStyle from './style';
 
@@ -64,17 +64,17 @@ export type SelectAllLabel =
   | ((info: { selectedCount: number; totalCount: number }) => VueNode);
 
 export interface TransferLocale {
-  titles: VueNode[];
+  titles?: VueNode[];
   notFoundContent?: VueNode;
   searchPlaceholder: string;
   itemUnit: string;
   itemsUnit: string;
-  remove: string;
-  selectAll: string;
-  selectCurrent: string;
-  selectInvert: string;
-  removeAll: string;
-  removeCurrent: string;
+  remove?: string;
+  selectAll?: string;
+  selectCurrent?: string;
+  selectInvert?: string;
+  removeAll?: string;
+  removeCurrent?: string;
 }
 
 export const transferProps = () => ({
@@ -108,9 +108,8 @@ export const transferProps = () => ({
     functionType<
       (targetKeys: string[], direction: TransferDirection, moveKeys: string[]) => void
     >(),
-  onSelectChange: functionType<
-    (sourceSelectedKeys: string[], targetSelectedKeys: string[]) => void
-  >,
+  onSelectChange:
+    functionType<(sourceSelectedKeys: string[], targetSelectedKeys: string[]) => void>(),
   onSearch: functionType<(direction: TransferDirection, value: string) => void>(),
   onScroll: functionType<(direction: TransferDirection, e: UIEvent) => void>(),
   'onUpdate:targetKeys': functionType<(keys: string[]) => void>(),
@@ -177,15 +176,16 @@ const Transfer = defineComponent({
     const moveTo = (direction: TransferDirection) => {
       const { targetKeys = [], dataSource = [] } = props;
       const moveKeys = direction === 'right' ? sourceSelectedKeys.value : targetSelectedKeys.value;
+      const dataSourceDisabledKeysMap = groupDisabledKeysMap(dataSource);
       // filter the disabled options
-      const newMoveKeys = moveKeys.filter(
-        key => !dataSource.some(data => !!(key === data.key && data.disabled)),
-      );
+      const newMoveKeys = moveKeys.filter(key => !dataSourceDisabledKeysMap.has(key));
+      const newMoveKeysMap = groupKeysMap(newMoveKeys);
+
       // move items to target box
       const newTargetKeys =
         direction === 'right'
           ? newMoveKeys.concat(targetKeys)
-          : targetKeys.filter(targetKey => newMoveKeys.indexOf(targetKey) === -1);
+          : targetKeys.filter(targetKey => !newMoveKeysMap.has(targetKey));
 
       // empty checked keys
       const oppositeDirection = direction === 'right' ? 'left' : 'right';
@@ -309,16 +309,16 @@ const Transfer = defineComponent({
 
       const ld = [];
       const rd = new Array(targetKeys.length);
+      const targetKeysMap = groupKeysMap(targetKeys);
       dataSource.forEach(record => {
         if (rowKey) {
           record.key = rowKey(record);
         }
 
-        // rightDataSource should be ordered by targetKeys
-        // leftDataSource should be ordered by dataSource
-        const indexOfKey = targetKeys.indexOf(record.key);
-        if (indexOfKey !== -1) {
-          rd[indexOfKey] = record;
+        // rightData should be ordered by targetKeys
+        // leftData should be ordered by dataSource
+        if (targetKeysMap.has(record.key)) {
+          rd[targetKeysMap.get(record.key)!] = record;
         } else {
           ld.push(record);
         }
diff --git a/components/transfer/list.tsx b/components/transfer/list.tsx
index c8e0cb76f..2673b7db8 100644
--- a/components/transfer/list.tsx
+++ b/components/transfer/list.tsx
@@ -12,6 +12,7 @@ import { watchEffect, computed, defineComponent, ref } from 'vue';
 import type { RadioChangeEvent } from '../radio/interface';
 import type { TransferDirection, TransferItem } from './index';
 import { stringType, arrayType, booleanType } from '../_util/type';
+import { groupKeysMap } from '../_util/transKeys';
 
 const defaultRender = () => null;
 
@@ -125,9 +126,8 @@ export default defineComponent({
       if (checkedKeys.length === 0) {
         return 'none';
       }
-      if (
-        filteredItems.value.every(item => checkedKeys.indexOf(item.key) >= 0 || !!item.disabled)
-      ) {
+      const checkedKeysMap = groupKeysMap(checkedKeys);
+      if (filteredItems.value.every(item => checkedKeysMap.has(item.key) || !!item.disabled)) {
         return 'all';
       }
       return 'part';
@@ -147,7 +147,7 @@ export default defineComponent({
       const checkedAll = checkStatus.value === 'all';
       const checkAllCheckbox = (
         <Checkbox
-          disabled={disabled}
+          disabled={props.dataSource?.length === 0 || disabled}
           checked={checkedAll}
           indeterminate={checkStatus.value === 'part'}
           class={`${prefixCls}-checkbox`}
@@ -181,7 +181,7 @@ export default defineComponent({
       if (filterOption) {
         return filterOption(filterValue.value, item);
       }
-      return text.indexOf(filterValue.value) >= 0;
+      return text.includes(filterValue.value);
     };
 
     const getSelectAllLabel = (selectedCount: number, totalCount: number) => {
@@ -199,6 +199,11 @@ export default defineComponent({
       );
     };
 
+    const notFoundContentEle = computed(() =>
+      Array.isArray(props.notFoundContent)
+        ? props.notFoundContent[props.direction === 'left' ? 0 : 1]
+        : props.notFoundContent,
+    );
     const getListBody = (
       prefixCls: string,
       searchPlaceholder: string,
@@ -237,7 +242,7 @@ export default defineComponent({
         bodyNode = filteredItems.value.length ? (
           bodyContent
         ) : (
-          <div class={`${prefixCls}-body-not-found`}>{props.notFoundContent}</div>
+          <div class={`${prefixCls}-body-not-found`}>{notFoundContentEle.value}</div>
         );
       }