diff --git a/components/badge/ScrollNumber.tsx b/components/badge/ScrollNumber.tsx
index 8289038a5f1a..6d432772e678 100644
--- a/components/badge/ScrollNumber.tsx
+++ b/components/badge/ScrollNumber.tsx
@@ -1,4 +1,5 @@
 import * as React from 'react';
+import { useState } from 'react';
 import classNames from 'classnames';
 import { ConfigContext } from '../config-provider';
 import { cloneElement } from '../_util/reactNode';
@@ -63,10 +64,10 @@ const ScrollNumber: React.FC<ScrollNumberProps> = ({
   onAnimated = () => {},
   ...restProps
 }) => {
-  const [animateStarted, setAnimateStarted] = React.useState(true);
-  const [count, setCount] = React.useState(customizeCount);
-  const [prevCount, setPrevCount] = React.useState(customizeCount);
-  const [lastCount, setLastCount] = React.useState(customizeCount);
+  const [animateStarted, setAnimateStarted] = useState(true);
+  const [count, setCount] = useState(customizeCount);
+  const [prevCount, setPrevCount] = useState(customizeCount);
+  const [lastCount, setLastCount] = useState(customizeCount);
   const { getPrefixCls } = React.useContext(ConfigContext);
   const prefixCls = getPrefixCls('scroll-number', customizePrefixCls);
 
@@ -154,15 +155,12 @@ const ScrollNumber: React.FC<ScrollNumberProps> = ({
     );
   };
 
-  const numberNodeRef = React.useRef<React.ReactNode>(null);
-  if (show) {
-    numberNodeRef.current =
-      count && Number(count) % 1 === 0
-        ? getNumberArray(count)
-            .map((num, i) => renderCurrentNumber(num, i))
-            .reverse()
-        : count;
-  }
+  const numberNode =
+    count && Number(count) % 1 === 0
+      ? getNumberArray(count)
+          .map((num, i) => renderCurrentNumber(num, i))
+          .reverse()
+      : count;
 
   // allow specify the border
   // mock border-color by box-shadow for compatible with old usage:
@@ -178,7 +176,7 @@ const ScrollNumber: React.FC<ScrollNumberProps> = ({
       className: classNames(`${prefixCls}-custom-component`, oriProps?.className),
     }));
   }
-  return React.createElement(component as any, newProps, numberNodeRef.current);
+  return React.createElement(component as any, newProps, numberNode);
 };
 
 export default ScrollNumber;
diff --git a/components/badge/__tests__/__snapshots__/demo.test.js.snap b/components/badge/__tests__/__snapshots__/demo.test.js.snap
index 2156a37ac0a9..99796ec9d921 100644
--- a/components/badge/__tests__/__snapshots__/demo.test.js.snap
+++ b/components/badge/__tests__/__snapshots__/demo.test.js.snap
@@ -994,6 +994,24 @@ exports[`renders ./components/badge/demo/no-wrapper.md correctly 1`] = `
 <div
   class="ant-space ant-space-horizontal ant-space-align-center"
 >
+  <div
+    class="ant-space-item"
+    style="margin-right:8px"
+  >
+    <button
+      aria-checked="true"
+      class="ant-switch ant-switch-checked"
+      role="switch"
+      type="button"
+    >
+      <div
+        class="ant-switch-handle"
+      />
+      <span
+        class="ant-switch-inner"
+      />
+    </button>
+  </div>
   <div
     class="ant-space-item"
     style="margin-right:8px"
diff --git a/components/badge/demo/no-wrapper.md b/components/badge/demo/no-wrapper.md
index 691776a34913..b1392d3374db 100644
--- a/components/badge/demo/no-wrapper.md
+++ b/components/badge/demo/no-wrapper.md
@@ -16,15 +16,29 @@ title:
 Used in standalone when children is empty.
 
 ```jsx
-import { Badge, Space } from 'antd';
-
-const Demo = () => (
-  <Space>
-    <Badge count={25} />
-    <Badge count={4} className="site-badge-count-4" />
-    <Badge className="site-badge-count-109" count={109} style={{ backgroundColor: '#52c41a' }} />
-  </Space>
-);
+import { Badge, Space, Switch } from 'antd';
+
+const Demo = () => {
+  const [show, setShow] = React.useState(true);
+
+  return (
+    <Space>
+      <Switch
+        checked={show}
+        onChange={() => {
+          setShow(!show);
+        }}
+      />
+      <Badge count={show ? 25 : 0} />
+      <Badge count={show ? 4 : 0} className="site-badge-count-4" />
+      <Badge
+        className="site-badge-count-109"
+        count={show ? 109 : 0}
+        style={{ backgroundColor: '#52c41a' }}
+      />
+    </Space>
+  );
+};
 
 ReactDOM.render(<Demo />, mountNode);
 ```
diff --git a/components/badge/index.tsx b/components/badge/index.tsx
index 97a0826fa092..de32d56a0464 100644
--- a/components/badge/index.tsx
+++ b/components/badge/index.tsx
@@ -1,4 +1,5 @@
 import * as React from 'react';
+import { useMemo, useRef } from 'react';
 import CSSMotion from 'rc-motion';
 import classNames from 'classnames';
 import ScrollNumber from './ScrollNumber';
@@ -68,21 +69,28 @@ const Badge: CompoundedComponent = ({
 
   const showAsDot = (dot && !isZero) || hasStatus;
 
-  const displayCount = showAsDot ? '' : numberedDisplayCount;
+  const mergedCount = showAsDot ? '' : numberedDisplayCount;
 
-  const isHidden = React.useMemo(() => {
-    const isEmpty = displayCount === null || displayCount === undefined || displayCount === '';
+  const isHidden = useMemo(() => {
+    const isEmpty = mergedCount === null || mergedCount === undefined || mergedCount === '';
     return (isEmpty || (isZero && !showZero)) && !showAsDot;
-  }, [displayCount, isZero, showZero, showAsDot]);
+  }, [mergedCount, isZero, showZero, showAsDot]);
+
+  // We need cache count since remove motion should not change count display
+  const displayCountRef = useRef(mergedCount);
+  if (!isHidden) {
+    displayCountRef.current = mergedCount;
+  }
+  const displayCount = displayCountRef.current;
 
   // We will cache the dot status to avoid shaking on leaved motion
-  const isDotRef = React.useRef(showAsDot);
+  const isDotRef = useRef(showAsDot);
   if (!isHidden) {
     isDotRef.current = showAsDot;
   }
 
   // =============================== Styles ===============================
-  const mergedStyle = React.useMemo<React.CSSProperties>(() => {
+  const mergedStyle = useMemo<React.CSSProperties>(() => {
     if (!offset) {
       return { ...style };
     }
@@ -173,7 +181,7 @@ const Badge: CompoundedComponent = ({
             [`${prefixCls}-count`]: !isDot,
             [`${prefixCls}-count-sm`]: size === 'small',
             [`${prefixCls}-multiple-words`]:
-              !isDot && count && count.toString && count.toString().length > 1,
+              !isDot && displayCount && displayCount?.toString().length > 1,
             [`${prefixCls}-status-${status}`]: !!status,
             [`${prefixCls}-status-${color}`]: isPresetColor(color),
           });
diff --git a/components/badge/style/index.less b/components/badge/style/index.less
index 1615050ecc29..5773d2e500d1 100644
--- a/components/badge/style/index.less
+++ b/components/badge/style/index.less
@@ -124,16 +124,25 @@
 
   &-zoom-appear,
   &-zoom-enter {
-    animation: antZoomBadgeIn 0.3s @ease-out-back;
+    animation: antZoomBadgeIn @animation-duration-slow @ease-out-back;
     animation-fill-mode: both;
   }
 
   &-zoom-leave {
-    animation: antZoomBadgeOut 0.3s @ease-in-back;
+    animation: antZoomBadgeOut @animation-duration-slow @ease-in-back;
     animation-fill-mode: both;
   }
 
   &-not-a-wrapper {
+    .@{badge-prefix-cls}-zoom-appear,
+    .@{badge-prefix-cls}-zoom-enter {
+      animation: antNoWrapperZoomBadgeIn @animation-duration-slow @ease-out-back;
+    }
+
+    .@{badge-prefix-cls}-zoom-leave {
+      animation: antNoWrapperZoomBadgeOut @animation-duration-slow @ease-in-back;
+    }
+
     &:not(.@{badge-prefix-cls}-status) {
       vertical-align: middle;
     }
@@ -142,6 +151,7 @@
       position: relative;
       top: auto;
       display: block;
+      transform-origin: 50% 50%;
     }
 
     .@{badge-prefix-cls}-count {
@@ -166,7 +176,7 @@
   &-only {
     display: inline-block;
     height: @badge-height;
-    transition: all 0.3s @ease-in-out;
+    transition: all @animation-duration-slow @ease-in-out;
     > p.@{number-prefix-cls}-only-unit {
       height: @badge-height;
       margin: 0;
@@ -198,5 +208,25 @@
   }
 }
 
+@keyframes antNoWrapperZoomBadgeIn {
+  0% {
+    transform: scale(0);
+    opacity: 0;
+  }
+  100% {
+    transform: scale(1);
+  }
+}
+
+@keyframes antNoWrapperZoomBadgeOut {
+  0% {
+    transform: scale(1);
+  }
+  100% {
+    transform: scale(0);
+    opacity: 0;
+  }
+}
+
 @import './ribbon';
 @import './rtl';