diff --git a/.dumi/theme/common/styles/Markdown.tsx b/.dumi/theme/common/styles/Markdown.tsx
index f6c8bac06..811e22a78 100644
--- a/.dumi/theme/common/styles/Markdown.tsx
+++ b/.dumi/theme/common/styles/Markdown.tsx
@@ -324,6 +324,12 @@ const GlobalStyle: React.FC = () => {
                 max-width: unset;
               }
             }
+            
+            td {
+              &:nth-child(3) {
+                color: ${token.magenta7};
+              }
+            }
 
             th {
               color: #5c6b77;
diff --git a/packages/design/src/tooltip/__tests__/index.test.tsx b/packages/design/src/tooltip/__tests__/index.test.tsx
new file mode 100644
index 000000000..a974ea529
--- /dev/null
+++ b/packages/design/src/tooltip/__tests__/index.test.tsx
@@ -0,0 +1,71 @@
+import React from 'react';
+import { render, fireEvent } from '@testing-library/react';
+import { Tooltip } from '@oceanbase/design';
+import { waitFakeTimer } from '../../../../../tests/util';
+import { CloseCircleOutlined } from '@oceanbase/icons';
+
+describe('Tooltip', () => {
+  beforeEach(() => {
+    jest.useFakeTimers();
+  });
+  afterEach(() => {
+    jest.useRealTimers();
+    jest.clearAllTimers();
+  });
+
+  it('default close icon should render correctly', async () => {
+    const { container } = render(
+      <Tooltip title="This is prompt text" closeIcon={true}>
+        <div id="hello">Hello world!</div>
+      </Tooltip>
+    );
+
+    const divElement = container.querySelector('#hello');
+    fireEvent.mouseEnter(divElement!);
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).not.toBeNull();
+    expect(document.querySelectorAll('.ant-tooltip-close-icon').length).toBe(1);
+
+    // After clicking the close icon, the tooltip disappears.
+    fireEvent.click(document.querySelector('.ant-tooltip-close-icon'));
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).toBeNull();
+  });
+
+  it('custom close icon should render correctly', async () => {
+    const { container } = render(
+      <Tooltip title="This is prompt text" closeIcon={<CloseCircleOutlined />}>
+        <div id="hello">Hello world!</div>
+      </Tooltip>
+    );
+
+    const divElement = container.querySelector('#hello');
+    fireEvent.mouseEnter(divElement!);
+    await waitFakeTimer();
+    expect(document.querySelectorAll('.anticon-close-circle').length).toBe(1);
+
+    // After clicking the close icon, the tooltip disappears.
+    fireEvent.click(document.querySelector('.ant-tooltip-close-icon'));
+    await waitFakeTimer();
+    expect(container.querySelector('.ant-tooltip-open')).toBeNull();
+  });
+
+  it('check `onOpenChange` arguments', async () => {
+    const onClose = jest.fn();
+    const { container } = render(
+      <Tooltip title="This is prompt text" closeIcon={true} onClose={onClose}>
+        <div id="hello">Hello world!</div>
+      </Tooltip>
+    );
+
+    const divElement = container.querySelector('#hello');
+    fireEvent.mouseEnter(divElement!);
+    await waitFakeTimer();
+
+    fireEvent.click(document.querySelector('.ant-tooltip-close-icon'));
+    expect(onClose).toHaveBeenCalled();
+
+    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
new file mode 100644
index 000000000..808a77a8f
--- /dev/null
+++ b/packages/design/src/tooltip/demo/close-icon.tsx
@@ -0,0 +1,37 @@
+import { Space, Tooltip, Button } from '@oceanbase/design';
+import { CloseCircleOutlined } 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);
+  };
+
+  return (
+    <Space>
+      <Tooltip title="This is prompt text"
+        closeIcon={true}
+      >
+        <Button>Default Close Tooltip</Button>
+      </Tooltip>
+
+      <Tooltip title="This is prompt text"
+        open={open}
+        closeIcon={true}
+        onClose={() => {
+          setOpen(false)
+        }}
+        onOpenChange={(v) => {
+          setOpen(v)
+        }}
+      >
+        <Button>Set open</Button>
+      </Tooltip>
+      <Tooltip title="This is prompt text This is prompt text This is prompt text This is prompt text" closeIcon={<CloseCircleOutlined />} onClose={log}>
+        <Button>Customize closeIcon</Button>
+      </Tooltip>
+    </Space>
+  );
+}
+export default App;
diff --git a/packages/design/src/tooltip/index.md b/packages/design/src/tooltip/index.md
index faf95f866..5aebb889b 100644
--- a/packages/design/src/tooltip/index.md
+++ b/packages/design/src/tooltip/index.md
@@ -9,11 +9,15 @@ nav:
 - 💄 定制主题和样式，符合 OceanBase Design 设计规范。
 - 🆕 新增 `type` 属性，支持 `default`、`light`、`info`、`success`、`warning` 和 `error` 五种类型的 Tooltip。
 - 🆕 新增 `mouseFollow` 属性，支持鼠标跟随。
+- 🆕 新增 `closeIcon` 属性，支持展示关闭按钮。
+- 🆕 新增 `onClose` 属性，关闭按钮被点击时调用此函数，可以配合 `open` 和 `onOpenChange` 属性来控制 `Tooltip` 展示。
 
 ## 代码演示
 
 <code src="./demo/basic.tsx" title="基本"></code>
 
+<code src="./demo/close-icon.tsx" title="关闭按钮" description="Tooltip 可以通过设置 closeIcon 变为可关闭 Tooltip, 并支持自定义关闭按钮，设置为 true 时将使用默认关闭按钮。可关闭 Tooltip 具有 onClose 事件"></code>
+
 <code src="./demo/type.tsx" title="Tooltip 类型" description="Tooltip 有五种类型：default、light、info、success、warning 和 error，以满足不同场景的提示需求。"></code>
 
 <code src="./demo/mouse-follow.tsx" title="鼠标跟随" description="设置 `mouseFollow: true` 可开启鼠标跟随，此时会去掉箭头，并且 `placement`、`open` 和 `trigger` 等属性也将失效。"></code>
@@ -23,6 +27,9 @@ nav:
 | 参数 | 说明 | 类型 | 默认值 | 版本 |
 | :-- | :-- | :-- | :-- | :-- |
 | type | 类型 | default \| light \| info \| success \| warning \| error | default | - |
-| mouseFollow | 是否跟随鼠标移动，开启后会去掉箭头，并且 `placement`、`open` 和 `trigger` 等属性也将失效 | boolean | false | - |
+| mouseFollow | 是否跟随鼠标移动，开启后会去掉箭头，并且 `placement`、`open`、`closeIcon` 和 `trigger` 等属性也将失效 | boolean | false | - |
+| closeIcon | 自定义关闭按钮 | boolean \| ReactNode | false | - |
+| closeTitle | 自定义关闭标题 |  ReactNode | - | - |
+| onClose | 关闭时的回调（可通过 e.preventDefault() 来阻止默认行为） | (e) => void | - | - |
 
 - 更多 API 详见 antd Tooltip 文档: https://ant.design/components/tooltip-cn
diff --git a/packages/design/src/tooltip/index.tsx b/packages/design/src/tooltip/index.tsx
index 27069f499..cef2699dc 100644
--- a/packages/design/src/tooltip/index.tsx
+++ b/packages/design/src/tooltip/index.tsx
@@ -1,8 +1,13 @@
-import { Tooltip as AntTooltip } from 'antd';
+import { Tooltip as AntTooltip, Space } from 'antd';
 import type { TooltipPropsWithTitle as AntTooltipPropsWithTitle } from 'antd/es/tooltip';
-import React from 'react';
+import React, { useContext, useMemo, useState } from 'react';
+import { CloseOutlined } from '@oceanbase/icons';
+import { isNil } from 'lodash';
 import { token } from '../static-function';
 import MouseTooltip from './MouseTooltip';
+import ConfigProvider from '../config-provider';
+import useStyle from './style';
+import classNames from 'classnames';
 
 export * from 'antd/es/tooltip';
 
@@ -11,6 +16,8 @@ export type TooltipType = 'default' | 'light' | 'success' | 'info' | 'warning' |
 export interface TooltipProps extends AntTooltipPropsWithTitle {
   type?: TooltipType;
   mouseFollow?: boolean;
+  closeIcon?: boolean | React.ReactNode;
+  onClose?: (e: React.MouseEvent<HTMLElement>) => void;
 }
 
 export const getTooltipTypeList = () => [
@@ -52,33 +59,87 @@ const Tooltip: CompoundedComponent = ({
   color,
   overlayInnerStyle,
   mouseFollow,
+  closeIcon = false,
+  onClose,
+  title,
+  className,
+  open: propOpen,
   ...restProps
 }) => {
+  const { getPrefixCls } = useContext(ConfigProvider.ConfigContext);
+
+  const { prefixCls: customizePrefixCls } = restProps
+  const prefixCls = getPrefixCls('tooltip', customizePrefixCls);
+  const { wrapSSR, hashId } = useStyle(prefixCls);
+
+  const tooltipCls = classNames(className, hashId);
+  const [innerOpen, setInnerOpen] = useState(undefined)
+
+  const open = isNil(propOpen) ? innerOpen : propOpen
+
+  const handleCloseClick = (e: React.MouseEvent<HTMLElement>) => {
+    e.stopPropagation();
+    onClose?.(e);
+
+    if (e.defaultPrevented) {
+      return;
+    }
+
+    setInnerOpen(false);
+  };
+
+  const hasCloseIcon = !!closeIcon
+  const CloseIconNode = useMemo(() => {
+    if (!hasCloseIcon) {
+      return null
+    }
+
+    return closeIcon === true ? <CloseOutlined className={`${prefixCls}-close-icon`} onClick={handleCloseClick} /> : <span className={`${prefixCls}-close-icon`} onClick={handleCloseClick}>
+      {closeIcon}
+    </span>
+  }, [closeIcon])
+
+  const titleNode = typeof title === 'function' ? title() : title
+  const titleWithCloseIcon = (
+    <Space className={`${prefixCls}-close-icon-wrap`}>
+      {titleNode}
+      {CloseIconNode}
+    </Space >
+  )
+
   const typeList = getTooltipTypeList();
   const typeItem = typeList.find(item => item.type === type);
-  return mouseFollow ? (
+  return wrapSSR(mouseFollow ? (
     <MouseTooltip
+      title={title}
       color={color || typeItem?.backgroundColor}
       overlayInnerStyle={{
         color: typeItem?.color,
         ...overlayInnerStyle,
       }}
+      className={tooltipCls}
       {...restProps}
     >
       {children}
     </MouseTooltip>
   ) : (
     <AntTooltip
+      title={hasCloseIcon ? titleWithCloseIcon : title}
       color={color || typeItem?.backgroundColor}
+      open={open}
+      onOpenChange={(open) => {
+        setInnerOpen(open)
+      }}
       overlayInnerStyle={{
         color: typeItem?.color,
         ...overlayInnerStyle,
       }}
+      className={tooltipCls}
       {...restProps}
     >
       {children}
     </AntTooltip>
-  );
+  ));
 };
 
 if (process.env.NODE_ENV !== 'production') {
diff --git a/packages/design/src/tooltip/style/index.ts b/packages/design/src/tooltip/style/index.ts
new file mode 100644
index 000000000..0b36c271f
--- /dev/null
+++ b/packages/design/src/tooltip/style/index.ts
@@ -0,0 +1,33 @@
+import type { CSSObject } from '@ant-design/cssinjs';
+import type { FullToken, AliasToken, GenerateStyle } from 'antd/es/theme/internal';
+import { genComponentStyleHook } from '../../_util/genComponentStyleHook';
+
+export type TooltipToken = FullToken<'Tooltip'>;
+
+export const genTooltipStyle: GenerateStyle<TooltipToken> = (token: TooltipToken): CSSObject => {
+  const { componentCls } = token;
+
+  return {
+    [componentCls]: {
+      [`${componentCls}-close-icon-wrap`]: {
+        display: 'flex',
+        justifyContent: 'space-between',
+        alignItems: 'flex-start',
+        wordBreak: 'break-all',
+        [`${componentCls}-close-icon`]: {
+          cursor: 'pointer',
+        },
+      },
+    },
+  };
+};
+
+export default (prefixCls: string) => {
+  const useStyle = genComponentStyleHook('Tooltip', token => {
+    return [genTooltipStyle(token as TooltipToken)];
+  }, ({ zIndexPopupBase, colorBgSpotlight }) => ({
+    zIndexPopup: zIndexPopupBase + 70,
+    colorBgDefault: colorBgSpotlight,
+  }),);
+  return useStyle(prefixCls);
+};
diff --git a/tests/util.ts b/tests/util.ts
new file mode 100644
index 000000000..7d09ea60c
--- /dev/null
+++ b/tests/util.ts
@@ -0,0 +1,22 @@
+import { act } from '@testing-library/react';
+
+/**
+ * Wait for a time delay. Will wait `advanceTime * times` ms.
+ *
+ * @param advanceTime Default 1000
+ * @param times Default 20
+ */
+export async function waitFakeTimer(advanceTime = 1000, times = 20) {
+  for (let i = 0; i < times; i += 1) {
+    // eslint-disable-next-line no-await-in-loop
+    await act(async () => {
+      await Promise.resolve();
+
+      if (advanceTime > 0) {
+        jest.advanceTimersByTime(advanceTime);
+      } else {
+        jest.runAllTimers();
+      }
+    });
+  }
+}
\ No newline at end of file