diff --git a/web/app/components/evaluation/__tests__/index.spec.tsx b/web/app/components/evaluation/__tests__/index.spec.tsx
index 1568b60be7..350543121f 100644
--- a/web/app/components/evaluation/__tests__/index.spec.tsx
+++ b/web/app/components/evaluation/__tests__/index.spec.tsx
@@ -11,6 +11,7 @@ const mockUseDefaultEvaluationMetrics = vi.hoisted(() => vi.fn())
 const mockUseEvaluationConfig = vi.hoisted(() => vi.fn())
 const mockUseSaveEvaluationConfigMutation = vi.hoisted(() => vi.fn())
 const mockUseStartEvaluationRunMutation = vi.hoisted(() => vi.fn())
+const mockUseEvaluationTemplateColumnsMutation = vi.hoisted(() => vi.fn())
 const mockUsePublishedPipelineInfo = vi.hoisted(() => vi.fn())
 const mockUseSnippetPublishedWorkflow = vi.hoisted(() => vi.fn())
 
@@ -55,6 +56,7 @@ vi.mock('@/service/use-evaluation', () => ({
   useDefaultEvaluationMetrics: (...args: unknown[]) => mockUseDefaultEvaluationMetrics(...args),
   useSaveEvaluationConfigMutation: (...args: unknown[]) => mockUseSaveEvaluationConfigMutation(...args),
   useStartEvaluationRunMutation: (...args: unknown[]) => mockUseStartEvaluationRunMutation(...args),
+  useEvaluationTemplateColumnsMutation: (...args: unknown[]) => mockUseEvaluationTemplateColumnsMutation(...args),
 }))
 
 vi.mock('@/service/use-pipeline', () => ({
@@ -170,6 +172,10 @@ describe('Evaluation', () => {
       isPending: false,
       mutate: vi.fn(),
     })
+    mockUseEvaluationTemplateColumnsMutation.mockReturnValue({
+      isPending: false,
+      mutate: vi.fn(),
+    })
     mockUsePublishedPipelineInfo.mockReturnValue({
       data: {
         graph: {
@@ -624,6 +630,15 @@ describe('Evaluation', () => {
 
   it('should download the fixed pipeline template columns', () => {
     const createElement = document.createElement.bind(document)
+    const getTemplateColumns = vi.fn((_input: unknown, options?: { onSuccess?: (value: { columns: string[] }) => void }) => {
+      options?.onSuccess?.({
+        columns: ['index', 'query', 'expected_output'],
+      })
+    })
+    mockUseEvaluationTemplateColumnsMutation.mockReturnValue({
+      isPending: false,
+      mutate: getTemplateColumns,
+    })
     let downloadLink: HTMLAnchorElement | undefined
     const createElementSpy = vi.spyOn(document, 'createElement').mockImplementation((tagName, options) => {
       const element = createElement(tagName, options)
@@ -645,6 +660,16 @@ describe('Evaluation', () => {
     const templateContent = decodeURIComponent(downloadLink?.href ?? '').replace('data:text/csv;charset=utf-8,', '')
     expect(downloadLink?.download).toBe('pipeline-evaluation-template.csv')
     expect(templateContent.trim().split(',')).toEqual(['index', 'query', 'expected_output'])
+    expect(getTemplateColumns).toHaveBeenCalledWith({
+      params: {
+        targetType: 'datasets',
+        targetId: 'dataset-template',
+      },
+      body: expect.objectContaining({
+        evaluation_model: 'gpt-4o-mini',
+        evaluation_model_provider: 'openai',
+      }),
+    }, expect.any(Object))
 
     createElementSpy.mockRestore()
   })
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx b/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx
index a305be4561..19e23719ba 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx
@@ -23,7 +23,6 @@ const InputFieldsTab = ({
   const actions = useInputFieldsActions({
     resourceType,
     resourceId,
-    inputFields,
     isInputFieldsLoading,
     isPanelReady,
     isRunnable,
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts
index 94e8c5f091..ef5ef12e08 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts
@@ -2,32 +2,19 @@ import { buildTemplateCsvContent, getExampleValue } from '../input-fields-utils'
 
 describe('input fields utils', () => {
   describe('buildTemplateCsvContent', () => {
-    it('should use index as the first CSV column and append expected_output as the last CSV column', () => {
+    it('should build CSV content from API columns without injecting columns', () => {
       expect(buildTemplateCsvContent([
-        { name: 'query', type: 'string' },
-        { name: 'context', type: 'string' },
-      ])).toBe('index,query,context,expected_output\n')
-    })
-
-    it('should not duplicate expected_output when it already exists', () => {
-      expect(buildTemplateCsvContent([
-        { name: 'query', type: 'string' },
-        { name: 'expected_output', type: 'string' },
+        'index',
+        'query',
+        'expected_output',
       ])).toBe('index,query,expected_output\n')
     })
 
-    it('should not duplicate index when it already exists', () => {
+    it('should escape CSV column names', () => {
       expect(buildTemplateCsvContent([
-        { name: 'query', type: 'string' },
-        { name: 'index', type: 'number' },
-      ])).toBe('index,query,expected_output\n')
-    })
-
-    it('should escape CSV column names before appending expected_output', () => {
-      expect(buildTemplateCsvContent([
-        { name: 'query,text', type: 'string' },
-        { name: 'answer "draft"', type: 'string' },
-      ])).toBe('index,"query,text","answer ""draft""",expected_output\n')
+        'query,text',
+        'answer "draft"',
+      ])).toBe('"query,text","answer ""draft"""\n')
     })
   })
 
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts
index 0666dfb4b6..75247918f6 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts
@@ -11,7 +11,6 @@ export type InputField = {
 }
 
 export const INDEX_FIELD_NAME = 'index'
-export const EXPECTED_OUTPUT_FIELD_NAME = 'expected_output'
 
 export const getGraphNodes = (graph?: Record<string, unknown>) => {
   return Array.isArray(graph?.nodes) ? graph.nodes as Node[] : []
@@ -65,15 +64,8 @@ const escapeCsvCell = (value: string) => {
   return `"${value.replace(/"/g, '""')}"`
 }
 
-export const buildTemplateCsvContent = (inputFields: InputField[]) => {
-  const fieldNames = inputFields
-    .map(field => field.name)
-    .filter(name => name !== INDEX_FIELD_NAME)
-  const templateFieldNames = fieldNames.includes(EXPECTED_OUTPUT_FIELD_NAME)
-    ? [INDEX_FIELD_NAME, ...fieldNames]
-    : [INDEX_FIELD_NAME, ...fieldNames, EXPECTED_OUTPUT_FIELD_NAME]
-
-  return `${templateFieldNames.map(escapeCsvCell).join(',')}\n`
+export const buildTemplateCsvContent = (columns: string[]) => {
+  return `${columns.map(escapeCsvCell).join(',')}\n`
 }
 
 export const getFileExtension = (fileName: string) => {
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts
index c4b4b0182b..f17ea597ce 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts
@@ -1,14 +1,13 @@
 import type { EvaluationResourceProps } from '../../../types'
-import type { InputField } from './input-fields-utils'
 import { toast } from '@langgenius/dify-ui/toast'
 import { useMutation } from '@tanstack/react-query'
 import { useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import { upload } from '@/service/base'
-import { useStartEvaluationRunMutation } from '@/service/use-evaluation'
+import { useEvaluationTemplateColumnsMutation, useStartEvaluationRunMutation } from '@/service/use-evaluation'
 import { formatFileSize } from '@/utils/format'
 import { useEvaluationResource, useEvaluationStore } from '../../../store'
-import { buildEvaluationRunRequest } from '../../../store-utils'
+import { buildEvaluationConfigPayload, buildEvaluationRunRequest } from '../../../store-utils'
 import { buildTemplateCsvContent, getFileExtension } from './input-fields-utils'
 
 type UploadedFileMeta = {
@@ -17,22 +16,18 @@ type UploadedFileMeta = {
 }
 
 type UseInputFieldsActionsParams = EvaluationResourceProps & {
-  inputFields: InputField[]
   isInputFieldsLoading: boolean
   isPanelReady: boolean
   isRunnable: boolean
-  templateContent?: string
   templateFileName: string
 }
 
 export const useInputFieldsActions = ({
   resourceType,
   resourceId,
-  inputFields,
   isInputFieldsLoading,
   isPanelReady,
   isRunnable,
-  templateContent,
   templateFileName,
 }: UseInputFieldsActionsParams) => {
   const { t } = useTranslation('evaluation')
@@ -42,6 +37,7 @@ export const useInputFieldsActions = ({
   const setUploadedFile = useEvaluationStore(state => state.setUploadedFile)
   const setUploadedFileName = useEvaluationStore(state => state.setUploadedFileName)
   const startRunMutation = useStartEvaluationRunMutation()
+  const templateColumnsMutation = useEvaluationTemplateColumnsMutation()
   const [isUploadPopoverOpen, setIsUploadPopoverOpen] = useState(false)
   const [uploadedFileMeta, setUploadedFileMeta] = useState<UploadedFileMeta | null>(null)
   const uploadMutation = useMutation({
@@ -71,21 +67,41 @@ export const useInputFieldsActions = ({
   const isRunning = startRunMutation.isPending
   const uploadedFileId = resource.uploadedFileId
   const currentFileName = uploadedFileMeta?.name ?? resource.uploadedFileName
-  const canDownloadTemplate = isPanelReady && !isInputFieldsLoading && inputFields.length > 0
+  const canDownloadTemplate = isPanelReady && !templateColumnsMutation.isPending
   const isRunDisabled = !isRunnable || !uploadedFileId || isFileUploading || isRunning
   const uploadButtonDisabled = !isPanelReady || isInputFieldsLoading || isRunning
 
   const handleDownloadTemplate = () => {
-    if (!inputFields.length) {
-      toast.warning(t('batch.noInputFields'))
+    const body = buildEvaluationConfigPayload(resource, resourceType)
+
+    if (!body) {
+      toast.warning(t('batch.validation'))
       return
     }
 
-    const content = templateContent ?? buildTemplateCsvContent(inputFields)
-    const link = document.createElement('a')
-    link.href = `data:text/csv;charset=utf-8,${encodeURIComponent(content)}`
-    link.download = templateFileName
-    link.click()
+    templateColumnsMutation.mutate({
+      params: {
+        targetType: resourceType,
+        targetId: resourceId,
+      },
+      body,
+    }, {
+      onSuccess: ({ columns }) => {
+        if (!columns.length) {
+          toast.warning(t('batch.noTemplateColumns'))
+          return
+        }
+
+        const content = buildTemplateCsvContent(columns)
+        const link = document.createElement('a')
+        link.href = `data:text/csv;charset=utf-8,${encodeURIComponent(content)}`
+        link.download = templateFileName
+        link.click()
+      },
+      onError: () => {
+        toast.error(t('batch.templateColumnsError'))
+      },
+    })
   }
 
   const handleRun = () => {
diff --git a/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx b/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx
index f7ac97069f..fc5c341929 100644
--- a/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx
+++ b/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx
@@ -14,7 +14,6 @@ const PIPELINE_INPUT_FIELDS: InputField[] = [
   { name: 'query', type: 'string' },
   { name: 'expected_output', type: 'string' },
 ]
-const PIPELINE_TEMPLATE_CONTENT = 'index,query,expected_output\n'
 
 const PipelineBatchActions = ({
   resourceType,
@@ -27,11 +26,9 @@ const PipelineBatchActions = ({
   const actions = useInputFieldsActions({
     resourceType,
     resourceId,
-    inputFields: PIPELINE_INPUT_FIELDS,
     isInputFieldsLoading: false,
     isPanelReady: isConfigReady,
     isRunnable,
-    templateContent: PIPELINE_TEMPLATE_CONTENT,
     templateFileName: EVALUATION_TEMPLATE_FILE_NAMES[resourceType],
   })
 
diff --git a/web/contract/console/evaluation.ts b/web/contract/console/evaluation.ts
index ac961732f8..1ac8d51ef7 100644
--- a/web/contract/console/evaluation.ts
+++ b/web/contract/console/evaluation.ts
@@ -14,6 +14,7 @@ import type {
   EvaluationRunDetailResponse,
   EvaluationRunRequest,
   EvaluationTargetType,
+  EvaluationTemplateColumnsResponse,
   EvaluationVersionDetailResponse,
   EvaluationWorkflowAssociatedTargetsResponse,
 } from '@/types/evaluation'
@@ -154,6 +155,20 @@ export const evaluationTemplateDownloadContract = base
   }>())
   .output(type<unknown>())
 
+export const evaluationTemplateColumnsContract = base
+  .route({
+    path: '/{targetType}/{targetId}/evaluation/template-columns',
+    method: 'POST',
+  })
+  .input(type<{
+    params: {
+      targetType: EvaluationTargetType
+      targetId: string
+    }
+    body: EvaluationConfigData
+  }>())
+  .output(type<EvaluationTemplateColumnsResponse>())
+
 export const evaluationConfigContract = base
   .route({
     path: '/{targetType}/{targetId}/evaluation',
diff --git a/web/contract/router.ts b/web/contract/router.ts
index 555d49e233..8812ad5b1c 100644
--- a/web/contract/router.ts
+++ b/web/contract/router.ts
@@ -20,6 +20,7 @@ import {
   evaluationMetricsContract,
   evaluationNodeInfoContract,
   evaluationRunDetailContract,
+  evaluationTemplateColumnsContract,
   evaluationTemplateDownloadContract,
   evaluationVersionDetailContract,
   evaluationWorkflowAssociatedTargetsContract,
@@ -140,6 +141,7 @@ export const consoleRouterContract = {
   },
   evaluation: {
     templateDownload: evaluationTemplateDownloadContract,
+    templateColumns: evaluationTemplateColumnsContract,
     config: evaluationConfigContract,
     saveConfig: saveEvaluationConfigContract,
     logs: evaluationLogsContract,
diff --git a/web/i18n/en-US/evaluation.json b/web/i18n/en-US/evaluation.json
index ac463df967..adc74a2252 100644
--- a/web/i18n/en-US/evaluation.json
+++ b/web/i18n/en-US/evaluation.json
@@ -7,6 +7,7 @@
   "batch.loadingInputFields": "Loading input fields...",
   "batch.noInputFields": "No published start node input fields found.",
   "batch.noSnippetInputFields": "No published snippet input fields found.",
+  "batch.noTemplateColumns": "No template columns found.",
   "batch.noticeDescription": "Configuration incomplete. Select the Judge Model and Metrics on the left to generate your batch test template.",
   "batch.noticeTitle": "Quick start",
   "batch.removeUploadedFile": "Remove uploaded file",
@@ -20,6 +21,7 @@
   "batch.status.success": "Success",
   "batch.tabs.history": "Test History",
   "batch.tabs.input-fields": "Input Fields",
+  "batch.templateColumnsError": "Failed to generate the CSV template.",
   "batch.title": "Batch Test",
   "batch.uploadAndRun": "Upload & Run Test",
   "batch.uploadDropzoneEmphasis": "filled",
diff --git a/web/i18n/zh-Hans/evaluation.json b/web/i18n/zh-Hans/evaluation.json
index aacec3f271..d23277d0e7 100644
--- a/web/i18n/zh-Hans/evaluation.json
+++ b/web/i18n/zh-Hans/evaluation.json
@@ -7,6 +7,7 @@
   "batch.loadingInputFields": "正在加载输入字段...",
   "batch.noInputFields": "未找到已发布 Start 节点的输入字段。",
   "batch.noSnippetInputFields": "未找到已发布的片段输入字段。",
+  "batch.noTemplateColumns": "未找到模板列。",
   "batch.noticeDescription": "配置尚未完成。请先在左侧选择判定模型和指标，以生成批量测试模板。",
   "batch.noticeTitle": "快速开始",
   "batch.removeUploadedFile": "移除已上传文件",
@@ -20,6 +21,7 @@
   "batch.status.success": "成功",
   "batch.tabs.history": "测试历史",
   "batch.tabs.input-fields": "输入字段",
+  "batch.templateColumnsError": "生成 CSV 模板失败。",
   "batch.title": "批量测试",
   "batch.uploadAndRun": "上传并运行测试",
   "batch.uploadDropzoneEmphasis": "已填写的",
diff --git a/web/service/use-evaluation.ts b/web/service/use-evaluation.ts
index 84750417c3..fb171fe1d8 100644
--- a/web/service/use-evaluation.ts
+++ b/web/service/use-evaluation.ts
@@ -131,6 +131,10 @@ export const useStartEvaluationRunMutation = () => {
   }))
 }
 
+export const useEvaluationTemplateColumnsMutation = () => {
+  return useMutation(consoleQuery.evaluation.templateColumns.mutationOptions())
+}
+
 export const useAvailableEvaluationWorkflows = (
   params: AvailableEvaluationWorkflowsParams = {},
   options?: { enabled?: boolean },
diff --git a/web/types/evaluation.ts b/web/types/evaluation.ts
index a02df57ac8..aa8f615a15 100644
--- a/web/types/evaluation.ts
+++ b/web/types/evaluation.ts
@@ -59,6 +59,10 @@ export type EvaluationRunRequest = EvaluationConfigData & {
   file_id: string
 }
 
+export type EvaluationTemplateColumnsResponse = {
+  columns: string[]
+}
+
 export type EvaluationRunStatus = 'pending' | 'running' | 'completed' | 'failed' | 'cancelled'
 
 export type EvaluationJudgmentMetricsSummary = {