diff --git a/web/app/components/datasets/create/index.tsx b/web/app/components/datasets/create/index.tsx
index 943e32deb1..9dc498bcae 100644
--- a/web/app/components/datasets/create/index.tsx
+++ b/web/app/components/datasets/create/index.tsx
@@ -6,6 +6,7 @@ import { ModelTypeEnum } from '../../header/account-setting/model-provider-page/
 import StepOne from './step-one'
 import StepTwo from './step-two'
 import StepThree from './step-three'
+import { Topbar } from './top-bar'
 import { DataSourceType } from '@/models/datasets'
 import type { CrawlOptions, CrawlResultItem, DataSet, FileItem, createDocumentResponse } from '@/models/datasets'
 import { fetchDataSource } from '@/service/common'
@@ -119,6 +120,7 @@ const DatasetUpdateForm = ({ datasetId }: DatasetUpdateFormProps) => {
   return (
     <div className='flex flex-col' style={{ height: 'calc(100vh - 56px)' }}>
       <div className="grow bg-white">
+        <Topbar activeStepIndex={step - 1} />
         <div className={step === 1 ? 'block h-full' : 'hidden'}>
           <StepOne
             hasConnection={hasConnection}
diff --git a/web/app/components/datasets/create/step-two/index.tsx b/web/app/components/datasets/create/step-two/index.tsx
index 82e9d8fae3..a5d44e7b37 100644
--- a/web/app/components/datasets/create/step-two/index.tsx
+++ b/web/app/components/datasets/create/step-two/index.tsx
@@ -5,7 +5,6 @@ import { useTranslation } from 'react-i18next'
 import { useContext } from 'use-context-selector'
 import { useBoolean } from 'ahooks'
 import { XMarkIcon } from '@heroicons/react/20/solid'
-import { RocketLaunchIcon } from '@heroicons/react/24/outline'
 import {
   RiArrowLeftLine,
   RiCloseLine,
@@ -51,7 +50,6 @@ import { useDatasetDetailContext } from '@/context/dataset-detail'
 import I18n from '@/context/i18n'
 import { RETRIEVE_METHOD } from '@/types/app'
 import useBreakpoints, { MediaType } from '@/hooks/use-breakpoints'
-import Tooltip from '@/app/components/base/tooltip'
 import { useDefaultModel, useModelList, useModelListAndDefaultModelAndCurrentProviderAndModel } from '@/app/components/header/account-setting/model-provider-page/hooks'
 import { LanguagesSupported } from '@/i18n/language'
 import ModelSelector from '@/app/components/header/account-setting/model-provider-page/model-selector'
@@ -639,23 +637,7 @@ const StepTwo = ({
 
   return (
     <div className='flex w-full h-full'>
-      <div ref={scrollRef} className='relative h-full w-full overflow-y-scroll'>
-        <div className={cn(s.pageHeader, scrolled && s.fixed, isMobile && '!px-6')}>
-          <span>{t('datasetCreation.steps.two')}</span>
-          {(isMobile || !showPreview) && (
-            <Button
-              className='border-[0.5px] !h-8 hover:outline hover:outline-[0.5px] hover:outline-gray-300 text-gray-700 font-medium bg-white shadow-[0px_1px_2px_0px_rgba(16,24,40,0.05)]'
-              onClick={setShowPreview}
-            >
-              <Tooltip>
-                <div className="flex flex-row items-center">
-                  <RocketLaunchIcon className="h-4 w-4 mr-1.5 stroke-[1.8px]" />
-                  <span className="text-[13px]">{t('datasetCreation.stepTwo.previewTitleButton')}</span>
-                </div>
-              </Tooltip>
-            </Button>
-          )}
-        </div>
+      <div className='relative h-full w-full overflow-y-scroll'>
         <div className={cn(s.form, isMobile && '!px-4')}>
           <div className={s.label}>{t('datasetCreation.stepTwo.segmentation')}</div>
           <div className='max-w-[640px]'>
@@ -906,7 +888,7 @@ const StepTwo = ({
                     <MessageChatSquare className='w-4 h-4' />
                   </div>
                   <div className='grow mx-3'>
-                    <div className='mb-[2px] text-md font-medium text-gray-900'>{t('datasetCreation.stepTwo.QATitle')}</div>
+                    <div className='mb-0.5 text-md font-medium text-gray-900'>{t('datasetCreation.stepTwo.QATitle')}</div>
                     <div className='inline-flex items-center text-[13px] leading-[18px] text-gray-500'>
                       <span className='pr-1'>{t('datasetCreation.stepTwo.QALanguage')}</span>
                       <LanguageSelect currentLanguage={docLanguage} onSelect={handleSelect} disabled={isLanguageSelectDisabled} />
diff --git a/web/app/components/datasets/create/stepper/index.tsx b/web/app/components/datasets/create/stepper/index.tsx
new file mode 100644
index 0000000000..b416215c26
--- /dev/null
+++ b/web/app/components/datasets/create/stepper/index.tsx
@@ -0,0 +1,34 @@
+import type { FC } from 'react'
+import type { Step } from './step'
+import { StepperStep } from './step'
+
+export type StepperProps = {
+  steps: Step[]
+  activeStepIndex: number
+}
+
+function join<T, R = T>(array: T[], sep: R): Array<T | R> {
+  return array.reduce((acc, item, index) => {
+    if (index === 0)
+      return [item]
+
+    return acc.concat([sep, item])
+  }, [] as Array<T | R>)
+}
+
+export const Stepper: FC<StepperProps> = (props) => {
+  const { steps, activeStepIndex } = props
+  return <div className='flex items-center gap-3'>
+    {join(
+      steps.map((step, index) => (
+        <StepperStep
+          key={index}
+          {...step}
+          isActive={index === activeStepIndex}
+          index={index}
+        />
+      )),
+      <div className="w-4 h-px bg-[#101828]/30" />,
+    )}
+  </div>
+}
diff --git a/web/app/components/datasets/create/stepper/step.tsx b/web/app/components/datasets/create/stepper/step.tsx
new file mode 100644
index 0000000000..8ab77650d5
--- /dev/null
+++ b/web/app/components/datasets/create/stepper/step.tsx
@@ -0,0 +1,33 @@
+import type { FC } from 'react'
+import classNames from '@/utils/classnames'
+
+export type Step = {
+  name: string
+}
+
+export type StepperStepProps = Step & {
+  index: number
+  isActive: boolean
+}
+
+export const StepperStep: FC<StepperStepProps> = (props) => {
+  const { name, isActive, index } = props
+  const label = isActive ? `STEP ${index + 1}` : `${index + 1}`
+  return <div className='flex items-center gap-2'>
+    <div className={classNames(
+      'h-5 px-2 py-1 rounded-3xl flex-col justify-center items-center gap-2 inline-flex',
+      isActive ? 'bg-[#296cff]' : 'border border-[#101828]/30',
+    )}>
+      <div className={classNames(
+        'text-center text-[10px] font-semibold uppercase leading-3',
+        isActive ? 'text-white' : 'text-[#676f83]',
+      )}>
+        {label}
+      </div>
+    </div>
+    <div className={classNames(
+      ' text-xs font-medium uppercase leading-none',
+      isActive ? 'text-[#155aef]' : 'text-[#676f83]',
+    )}>{name}</div>
+  </div>
+}
diff --git a/web/app/components/datasets/create/top-bar/index.tsx b/web/app/components/datasets/create/top-bar/index.tsx
new file mode 100644
index 0000000000..86260cce70
--- /dev/null
+++ b/web/app/components/datasets/create/top-bar/index.tsx
@@ -0,0 +1,32 @@
+import type { FC } from 'react'
+import { RiArrowLeftLine } from '@remixicon/react'
+import { Stepper, type StepperProps } from '../stepper'
+import classNames from '@/utils/classnames'
+
+export type TopbarProps = Pick<StepperProps, 'activeStepIndex'> & {
+  className?: string
+}
+
+export const Topbar: FC<TopbarProps> = (props) => {
+  const { className, ...rest } = props
+  return <div className={classNames('flex items-center justify-between relative', className)}>
+    <div className="h-12 pl-2 pr-6 py-2 justify-start items-center gap-1 inline-flex">
+      <RiArrowLeftLine className='size-4 mr-2' />
+      <div className="text-[#101827] text-[13px] font-semibold uppercase leading-none">
+        Create Knowledge
+      </div>
+    </div>
+    <div className={
+      'top-1/2 left-1/2 transform -translate-x-1/2 -translate-y-1/2 absolute'
+    }>
+      <Stepper
+        steps={[
+          { name: 'Data Source' },
+          { name: 'Document Processing' },
+          { name: 'Execute & Finish' },
+        ]}
+        {...rest}
+      />
+    </div>
+  </div>
+}
diff --git a/web/app/dev-preview/page.tsx b/web/app/dev-preview/page.tsx
index e5529fcc25..176cf8360d 100644
--- a/web/app/dev-preview/page.tsx
+++ b/web/app/dev-preview/page.tsx
@@ -1,25 +1,16 @@
 'use client'
 
-import Input from '../components/base/input'
-import { OptionCard } from '../components/datasets/create/step-two/option-card'
+import { Stepper } from '../components/datasets/create/stepper'
 
 export default function Page() {
   return <div className='p-4'>
-    <OptionCard
-      icon={undefined}
-      title={'General'}
-      description={
-        'General text chunking mode, the chunks retrieved and recalled are the same.'
-      }
-      className='w-[600px]'
-      activeHeaderClassName='bg-gradient-to-r from-[#EFF0F9] to-[#F9FAFB]'
-      isActive={true}>
-      <p
-        className='text-[#354052] text-sm font-semibold leading-tight'
-      >
-        Lorem ipsum
-      </p>
-      <Input className='mt-2' />
-    </OptionCard>
+    <Stepper
+      steps={[
+        { name: 'Data Source' },
+        { name: 'Document Processing' },
+        { name: 'Execute & Finish' },
+      ]}
+      activeStepIndex={1}
+    />
   </div>
 }