diff --git a/web/app/components/evaluation/__tests__/index.spec.tsx b/web/app/components/evaluation/__tests__/index.spec.tsx
index 6b3546b614..b85a4ac924 100644
--- a/web/app/components/evaluation/__tests__/index.spec.tsx
+++ b/web/app/components/evaluation/__tests__/index.spec.tsx
@@ -12,6 +12,7 @@ const mockUseEvaluationConfig = vi.hoisted(() => vi.fn())
 const mockUseSaveEvaluationConfigMutation = vi.hoisted(() => vi.fn())
 const mockUseStartEvaluationRunMutation = vi.hoisted(() => vi.fn())
 const mockUsePublishedPipelineInfo = vi.hoisted(() => vi.fn())
+const mockUseSnippetPublishedWorkflow = vi.hoisted(() => vi.fn())
 
 vi.mock('@/app/components/header/account-setting/model-provider-page/hooks', () => ({
   useModelList: () => ({
@@ -86,23 +87,7 @@ vi.mock('@/service/use-workflow', () => ({
 }))
 
 vi.mock('@/service/use-snippet-workflows', () => ({
-  useSnippetPublishedWorkflow: () => ({
-    data: {
-      graph: {
-        nodes: [{
-          id: 'start',
-          data: {
-            type: 'start',
-            variables: [{
-              variable: 'query',
-              type: 'text-input',
-            }],
-          },
-        }],
-      },
-    },
-    isLoading: false,
-  }),
+  useSnippetPublishedWorkflow: (...args: unknown[]) => mockUseSnippetPublishedWorkflow(...args),
 }))
 
 const renderWithQueryClient = (ui: ReactNode) => {
@@ -199,6 +184,24 @@ describe('Evaluation', () => {
         },
       },
     })
+    mockUseSnippetPublishedWorkflow.mockReturnValue({
+      data: {
+        graph: {
+          nodes: [{
+            id: 'start',
+            data: {
+              type: 'start',
+              variables: [{
+                variable: 'query',
+                type: 'text-input',
+              }],
+            },
+          }],
+        },
+        input_fields: [],
+      },
+      isLoading: false,
+    })
     mockUpload.mockResolvedValue({
       id: 'uploaded-file-id',
       name: 'evaluation.csv',
@@ -305,6 +308,92 @@ describe('Evaluation', () => {
     expect(resetButton).toBeDisabled()
   })
 
+  it('should hide the batch config warning when judge model and metrics are configured', () => {
+    const resourceType = 'apps'
+    const resourceId = 'app-batch-configured'
+    const store = useEvaluationStore.getState()
+
+    act(() => {
+      store.ensureResource(resourceType, resourceId)
+      store.setJudgeModel(resourceType, resourceId, 'openai::gpt-4o-mini')
+      store.addBuiltinMetric(resourceType, resourceId, 'faithfulness', [
+        { node_id: 'node-faithfulness', title: 'Retriever Node', type: 'retriever' },
+      ])
+    })
+
+    renderWithQueryClient(<Evaluation resourceType={resourceType} resourceId={resourceId} />)
+
+    expect(screen.queryByText('evaluation.batch.noticeDescription')).not.toBeInTheDocument()
+  })
+
+  it('should use published snippet input fields for snippet batch templates', () => {
+    mockUseSnippetPublishedWorkflow.mockReturnValue({
+      data: {
+        graph: {
+          nodes: [{
+            id: 'start',
+            data: {
+              type: 'start',
+              variables: [{
+                variable: 'graph_only',
+                type: 'text-input',
+              }],
+            },
+          }],
+        },
+        input_fields: [
+          {
+            label: 'Snippet Topic',
+            variable: 'snippet_topic',
+            type: 'text-input',
+            required: true,
+          },
+          {
+            label: 'Need Summary',
+            variable: 'need_summary',
+            type: 'checkbox',
+            required: false,
+          },
+        ],
+      },
+      isLoading: false,
+    })
+
+    renderWithQueryClient(<Evaluation resourceType="snippets" resourceId="snippet-fields" />)
+
+    expect(mockUseSnippetPublishedWorkflow).toHaveBeenCalledWith('snippet-fields')
+    expect(screen.getByText('snippet_topic')).toBeInTheDocument()
+    expect(screen.getByText('need_summary')).toBeInTheDocument()
+    expect(screen.queryByText('graph_only')).not.toBeInTheDocument()
+  })
+
+  it('should show snippet-specific empty input fields copy', () => {
+    mockUseSnippetPublishedWorkflow.mockReturnValue({
+      data: {
+        graph: {
+          nodes: [{
+            id: 'start',
+            data: {
+              type: 'start',
+              variables: [{
+                variable: 'graph_only',
+                type: 'text-input',
+              }],
+            },
+          }],
+        },
+        input_fields: [],
+      },
+      isLoading: false,
+    })
+
+    renderWithQueryClient(<Evaluation resourceType="snippets" resourceId="snippet-empty-fields" />)
+
+    expect(screen.getByText('evaluation.batch.noSnippetInputFields')).toBeInTheDocument()
+    expect(screen.queryByText('evaluation.batch.noInputFields')).not.toBeInTheDocument()
+    expect(screen.queryByText('graph_only')).not.toBeInTheDocument()
+  })
+
   it('should hide the value row for empty operators', () => {
     const resourceType = 'apps'
     const resourceId = 'app-2'
diff --git a/web/app/components/evaluation/components/batch-test-panel/history-tab.tsx b/web/app/components/evaluation/components/batch-test-panel/history-tab.tsx
index 732b4df76c..0819ff2137 100644
--- a/web/app/components/evaluation/components/batch-test-panel/history-tab.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/history-tab.tsx
@@ -181,7 +181,7 @@ const HistoryTab = ({
           </tbody>
         </table>
         {!isInitialLoading && records.length === 0 && (
-          <div className="rounded-2xl border border-dashed border-divider-subtle px-4 py-10 text-center system-sm-regular text-text-tertiary">
+          <div className="mt-4 rounded-2xl border border-dashed border-divider-subtle px-4 py-10 text-center system-sm-regular text-text-tertiary">
             {t('history.empty')}
           </div>
         )}
diff --git a/web/app/components/evaluation/components/batch-test-panel/index.tsx b/web/app/components/evaluation/components/batch-test-panel/index.tsx
index 8b4d9ca98a..2de6aee712 100644
--- a/web/app/components/evaluation/components/batch-test-panel/index.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/index.tsx
@@ -22,7 +22,7 @@ const BatchTestPanel = ({
   const resource = useEvaluationResource(resourceType, resourceId)
   const setBatchTab = useEvaluationStore(state => state.setBatchTab)
   const isRunnable = isEvaluationRunnable(resource)
-  const isPanelReady = !!resource.judgeModelId && resource.metrics.length > 0
+  const hasBatchConfig = !!resource.judgeModelId && resource.metrics.length > 0
 
   return (
     <div className="flex h-full min-h-0 flex-col bg-background-default">
@@ -31,12 +31,14 @@ const BatchTestPanel = ({
           <div className="system-xl-semibold text-text-primary">{t('batch.title')}</div>
           <div className="mt-1 system-sm-regular text-text-tertiary">{t('batch.description')}</div>
         </div>
-        <div className="mt-4 rounded-xl border border-divider-subtle bg-components-card-bg p-3">
-          <div className="flex items-start gap-3">
-            <span aria-hidden="true" className="mt-0.5 i-ri-alert-fill h-4 w-4 shrink-0 text-text-warning" />
-            <div className="system-xs-regular text-text-tertiary">{t('batch.noticeDescription')}</div>
+        {!hasBatchConfig && (
+          <div className="mt-4 rounded-xl border border-divider-subtle bg-components-card-bg p-3">
+            <div className="flex items-start gap-3">
+              <span aria-hidden="true" className="mt-0.5 i-ri-alert-fill h-4 w-4 shrink-0 text-text-warning" />
+              <div className="system-xs-regular text-text-tertiary">{t('batch.noticeDescription')}</div>
+            </div>
           </div>
-        </div>
+        )}
       </div>
       <div className="border-b border-divider-subtle px-6">
         <div className="flex gap-4">
@@ -56,12 +58,12 @@ const BatchTestPanel = ({
           ))}
         </div>
       </div>
-      <div className={cn('min-h-0 flex-1 overflow-y-auto px-6 py-4', !isPanelReady && 'opacity-50')}>
+      <div className={cn('min-h-0 flex-1 overflow-y-auto px-6 py-4', !hasBatchConfig && 'opacity-50')}>
         {resource.activeBatchTab === 'input-fields' && (
           <InputFieldsTab
             resourceType={resourceType}
             resourceId={resourceId}
-            isPanelReady={isPanelReady}
+            isPanelReady={hasBatchConfig}
             isRunnable={isRunnable}
           />
         )}
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 5cff6e3dc0..d6168655a5 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
@@ -33,6 +33,7 @@ const InputFieldsTab = ({
   return (
     <div className="space-y-5">
       <InputFieldsRequirements
+        resourceType={resourceType}
         inputFields={inputFields}
         isLoading={isInputFieldsLoading}
       />
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx
index 83201ea5a7..2169bd6464 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx
@@ -1,16 +1,22 @@
+import type { EvaluationResourceType } from '../../../types'
 import type { InputField } from './input-fields-utils'
 import { useTranslation } from 'react-i18next'
 
 type InputFieldsRequirementsProps = {
+  resourceType: EvaluationResourceType
   inputFields: InputField[]
   isLoading: boolean
 }
 
 const InputFieldsRequirements = ({
+  resourceType,
   inputFields,
   isLoading,
 }: InputFieldsRequirementsProps) => {
   const { t } = useTranslation('evaluation')
+  const emptyDescription = resourceType === 'snippets'
+    ? t('batch.noSnippetInputFields')
+    : t('batch.noInputFields')
 
   return (
     <div>
@@ -24,7 +30,7 @@ const InputFieldsRequirements = ({
         )}
         {!isLoading && inputFields.length === 0 && (
           <div className="px-1 py-0.5 system-xs-regular text-text-tertiary">
-            {t('batch.noInputFields')}
+            {emptyDescription}
           </div>
         )}
         {!isLoading && inputFields.map(field => (
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 5a71b81d06..ce21045e13 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
@@ -1,7 +1,9 @@
 import type { StartNodeType } from '@/app/components/workflow/nodes/start/types'
 import type { InputVar, Node } from '@/app/components/workflow/types'
+import type { SnippetInputField } from '@/types/snippet'
 import { inputVarTypeToVarType } from '@/app/components/workflow/nodes/_base/components/variable/utils'
 import { BlockEnum, InputVarType } from '@/app/components/workflow/types'
+import { PipelineInputVarType } from '@/models/pipeline'
 
 export type InputField = {
   name: string
@@ -27,6 +29,32 @@ export const getStartNodeInputFields = (nodes?: Node[]): InputField[] => {
     }))
 }
 
+const PIPELINE_INPUT_VAR_TYPE_TO_FIELD_TYPE: Record<PipelineInputVarType, string> = {
+  [PipelineInputVarType.textInput]: 'string',
+  [PipelineInputVarType.paragraph]: 'string',
+  [PipelineInputVarType.select]: 'string',
+  [PipelineInputVarType.number]: 'number',
+  [PipelineInputVarType.singleFile]: 'file',
+  [PipelineInputVarType.multiFiles]: 'array[file]',
+  [PipelineInputVarType.checkbox]: 'boolean',
+}
+
+export const getSnippetInputFields = (fields?: SnippetInputField[]): InputField[] => {
+  if (!Array.isArray(fields))
+    return []
+
+  return fields
+    .filter((field): field is SnippetInputField & { variable: string } =>
+      typeof field.variable === 'string' && !!field.variable,
+    )
+    .map(field => ({
+      name: field.variable,
+      type: typeof field.type === 'string' && field.type in PIPELINE_INPUT_VAR_TYPE_TO_FIELD_TYPE
+        ? PIPELINE_INPUT_VAR_TYPE_TO_FIELD_TYPE[field.type as PipelineInputVarType]
+        : 'string',
+    }))
+}
+
 const escapeCsvCell = (value: string) => {
   if (!/[",\n\r]/.test(value))
     return value
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/use-published-input-fields.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/use-published-input-fields.ts
index a319603026..d56507c3ac 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/use-published-input-fields.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/use-published-input-fields.ts
@@ -2,7 +2,7 @@ import type { EvaluationResourceType } from '../../../types'
 import { useMemo } from 'react'
 import { useSnippetPublishedWorkflow } from '@/service/use-snippet-workflows'
 import { useAppWorkflow } from '@/service/use-workflow'
-import { getGraphNodes, getStartNodeInputFields } from './input-fields-utils'
+import { getSnippetInputFields, getStartNodeInputFields } from './input-fields-utils'
 
 export const usePublishedInputFields = (
   resourceType: EvaluationResourceType,
@@ -16,10 +16,10 @@ export const usePublishedInputFields = (
       return getStartNodeInputFields(currentAppWorkflow?.graph.nodes)
 
     if (resourceType === 'snippets')
-      return getStartNodeInputFields(getGraphNodes(currentSnippetWorkflow?.graph))
+      return getSnippetInputFields(currentSnippetWorkflow?.input_fields)
 
     return []
-  }, [currentAppWorkflow?.graph.nodes, currentSnippetWorkflow?.graph, resourceType])
+  }, [currentAppWorkflow?.graph.nodes, currentSnippetWorkflow?.input_fields, resourceType])
 
   return {
     inputFields,
diff --git a/web/i18n/en-US/evaluation.json b/web/i18n/en-US/evaluation.json
index dfdde63e26..e5d5ff790e 100644
--- a/web/i18n/en-US/evaluation.json
+++ b/web/i18n/en-US/evaluation.json
@@ -6,6 +6,7 @@
   "batch.fileRequired": "Upload an evaluation dataset file before running the test.",
   "batch.loadingInputFields": "Loading input fields...",
   "batch.noInputFields": "No published start node input fields found.",
+  "batch.noSnippetInputFields": "No published snippet input fields 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",
diff --git a/web/i18n/zh-Hans/evaluation.json b/web/i18n/zh-Hans/evaluation.json
index 7ca9b76874..d2c465c04e 100644
--- a/web/i18n/zh-Hans/evaluation.json
+++ b/web/i18n/zh-Hans/evaluation.json
@@ -6,6 +6,7 @@
   "batch.fileRequired": "请先上传评估数据集文件，再运行测试。",
   "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.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",