diff --git a/packages/design/src/tooltip/__tests__/index.test.tsx b/packages/design/src/tooltip/__tests__/index.test.tsx
index a974ea529..033a0ded2 100644
--- a/packages/design/src/tooltip/__tests__/index.test.tsx
+++ b/packages/design/src/tooltip/__tests__/index.test.tsx
@@ -1,4 +1,4 @@
-import React from 'react';
+import React, { useState } from 'react';
 import { render, fireEvent } from '@testing-library/react';
 import { Tooltip } from '@oceanbase/design';
 import { waitFakeTimer } from '../../../../../tests/util';
@@ -68,4 +68,72 @@ describe('Tooltip', () => {
     await waitFakeTimer();
     expect(container.querySelector('.ant-tooltip-open')).toBeNull();
   });
+
+  it('close icon should work correctly for open', async () => {
+    const Demo = () => {
+      const [open, setOpen] = useState(true);
+      return (
+        <Tooltip
+          title="This is prompt text"
+          open={open}
+          closeIcon={true}
+          onClose={() => {
+            setOpen(false);
+          }}
+        >
+          <button id="button">Button</button>
+        </Tooltip>
+      );
+    };
+    const { container } = render(<Demo />);
+
+    // tooltip is open by default
+    expect(container.querySelector('.ant-tooltip-open')).not.toBeNull();
+
+    // click close icon => tooltip close
+    const closeIconElement = document.querySelector('.ant-tooltip-close-icon');
+    fireEvent.click(closeIconElement!);
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).toBeNull();
+
+    // mouse enter div => tooltip is still closed
+    const buttonElement = container.querySelector('#button');
+    fireEvent.mouseEnter(buttonElement!);
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).toBeNull();
+  });
+
+  it('close icon should work correctly for visible', async () => {
+    const Demo = () => {
+      const [visible, setVisible] = useState(true);
+      return (
+        <Tooltip
+          title="This is prompt text"
+          visible={visible}
+          closeIcon={true}
+          onClose={() => {
+            setVisible(false);
+          }}
+        >
+          <button id="button">Button</button>
+        </Tooltip>
+      );
+    };
+    const { container } = render(<Demo />);
+
+    // tooltip is open by default
+    expect(container.querySelector('.ant-tooltip-open')).not.toBeNull();
+
+    // click close icon => tooltip close
+    const closeIconElement = document.querySelector('.ant-tooltip-close-icon');
+    fireEvent.click(closeIconElement!);
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).toBeNull();
+
+    // mouse enter div => tooltip is still closed
+    const buttonElement = container.querySelector('#button');
+    fireEvent.mouseEnter(buttonElement!);
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).toBeNull();
+  });
 });
diff --git a/packages/design/src/tooltip/demo/close-icon.tsx b/packages/design/src/tooltip/demo/close-icon.tsx
index ad29ef045..b3d5ed1f7 100644
--- a/packages/design/src/tooltip/demo/close-icon.tsx
+++ b/packages/design/src/tooltip/demo/close-icon.tsx
@@ -1,40 +1,46 @@
-import { Space, Tooltip, Button } from '@oceanbase/design';
-import { CloseCircleOutlined } from '@oceanbase/icons';
+import { Button, Space, Tooltip, message } from '@oceanbase/design';
+import { CloseCircleOutlined, ReloadOutlined, SyncOutlined } from '@oceanbase/icons';
 import React, { useState } from 'react';
 
 const App: React.FC = () => {
-  const [open, setOpen] = useState(true);
-  const log = (e: React.MouseEvent<HTMLElement>) => {
-    console.log(e);
-  };
+  const [open1, setOpen1] = useState(true);
+  const [open2, setOpen2] = useState(true);
 
   return (
-    <Space>
-      <Tooltip title="This is prompt text" closeIcon={true}>
-        <Button>Default Close Tooltip</Button>
-      </Tooltip>
-
+    <Space size={24}>
       <Tooltip
         title="This is prompt text"
-        open={open}
+        open={open1}
         closeIcon={true}
         onClose={() => {
-          setOpen(false);
-        }}
-        onOpenChange={v => {
-          setOpen(v);
+          setOpen1(false);
+          message.success('Default close icon is clicked');
         }}
       >
-        <Button>Set open</Button>
+        <Button>Default close icon</Button>
       </Tooltip>
       <Tooltip
-        title="This is prompt text This is prompt text This is prompt text This is prompt text"
+        title="This is prompt text"
+        open={open2}
         closeIcon={<CloseCircleOutlined />}
-        onClose={log}
+        onClose={() => {
+          setOpen2(false);
+          message.success('Custom close icon is clicked');
+        }}
       >
-        <Button>Customize closeIcon</Button>
+        <Button>Custom close icon</Button>
       </Tooltip>
+      <Button
+        icon={<ReloadOutlined />}
+        onClick={() => {
+          setOpen1(true);
+          setOpen2(true);
+        }}
+      >
+        Reset
+      </Button>
     </Space>
   );
 };
+
 export default App;
diff --git a/packages/design/src/tooltip/index.tsx b/packages/design/src/tooltip/index.tsx
index b9ff5ded3..f179dace5 100644
--- a/packages/design/src/tooltip/index.tsx
+++ b/packages/design/src/tooltip/index.tsx
@@ -1,6 +1,6 @@
 import { Tooltip as AntTooltip, Space } from 'antd';
 import type { TooltipPropsWithTitle as AntTooltipPropsWithTitle } from 'antd/es/tooltip';
-import React, { useContext, useMemo, useState } from 'react';
+import React, { useContext, useEffect, useState } from 'react';
 import { CloseOutlined } from '@oceanbase/icons';
 import { isNil } from 'lodash';
 import { token } from '../static-function';
@@ -55,15 +55,20 @@ type CompoundedComponent = React.FC<TooltipProps> & {
 
 const Tooltip: CompoundedComponent = ({
   children,
+  title,
   type = 'default',
   color,
-  overlayInnerStyle,
   mouseFollow,
   closeIcon = false,
   onClose,
-  title,
+  open,
+  defaultOpen,
+  onOpenChange,
+  visible,
+  defaultVisible,
+  onVisibleChange,
+  overlayInnerStyle,
   className,
-  open: propOpen,
   ...restProps
 }) => {
   const { getPrefixCls } = useContext(ConfigProvider.ConfigContext);
@@ -73,9 +78,17 @@ const Tooltip: CompoundedComponent = ({
   const { wrapSSR, hashId } = useStyle(prefixCls);
 
   const tooltipCls = classNames(className, hashId);
-  const [innerOpen, setInnerOpen] = useState(undefined);
+  const [innerOpen, setInnerOpen] = useState(open ?? visible ?? defaultOpen ?? defaultVisible);
 
-  const open = isNil(propOpen) ? innerOpen : propOpen;
+  const newOpen = open ?? visible ?? innerOpen;
+
+  useEffect(() => {
+    if (!isNil(open)) {
+      setInnerOpen(open);
+    } else if (!isNil(visible)) {
+      setInnerOpen(visible);
+    }
+  }, [open, visible]);
 
   const handleCloseClick = (e: React.MouseEvent<HTMLElement>) => {
     e.stopPropagation();
@@ -88,27 +101,24 @@ const Tooltip: CompoundedComponent = ({
     setInnerOpen(false);
   };
 
-  const hasCloseIcon = !!closeIcon;
-
-  const CloseIconNode = useMemo(() => {
-    if (!hasCloseIcon) {
-      return null;
-    }
-    return closeIcon === true ? (
+  const closeIconNode = closeIcon ? (
+    closeIcon === true ? (
       <CloseOutlined className={`${prefixCls}-close-icon`} onClick={handleCloseClick} />
     ) : (
       <span className={`${prefixCls}-close-icon`} onClick={handleCloseClick}>
         {closeIcon}
       </span>
-    );
-  }, [closeIcon]);
+    )
+  ) : null;
 
   const titleNode = typeof title === 'function' ? title() : title;
-  const titleWithCloseIcon = (
+  const newTitle = closeIcon ? (
     <Space className={`${prefixCls}-close-icon-wrap`}>
       {titleNode}
-      {CloseIconNode}
+      {closeIconNode}
     </Space>
+  ) : (
+    titleNode
   );
 
   const typeList = getTooltipTypeList();
@@ -129,11 +139,14 @@ const Tooltip: CompoundedComponent = ({
       </MouseTooltip>
     ) : (
       <AntTooltip
-        title={hasCloseIcon ? titleWithCloseIcon : title}
+        title={newTitle}
         color={color || typeItem?.backgroundColor}
-        open={open}
-        onOpenChange={newOpen => {
-          setInnerOpen(newOpen);
+        open={newOpen}
+        defaultOpen={defaultOpen}
+        onOpenChange={value => {
+          setInnerOpen(value);
+          onVisibleChange?.(value);
+          onOpenChange?.(value);
         }}
         overlayInnerStyle={{
           color: typeItem?.color,