diff --git a/web/app/components/datasets/list/dataset-card/hooks/__tests__/use-dataset-card-state.spec.ts b/web/app/components/datasets/list/dataset-card/hooks/__tests__/use-dataset-card-state.spec.ts
index dd8f00930ee..e6414b4b5b1 100644
--- a/web/app/components/datasets/list/dataset-card/hooks/__tests__/use-dataset-card-state.spec.ts
+++ b/web/app/components/datasets/list/dataset-card/hooks/__tests__/use-dataset-card-state.spec.ts
@@ -1,341 +1,84 @@
+import type { ReactNode } from 'react'
 import type { DataSet } from '@/models/datasets'
-import { act, renderHook, waitFor } from '@testing-library/react'
-import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest'
-import { IndexingType } from '@/app/components/datasets/create/step-two'
-import { ChunkingMode, DatasetPermission, DataSourceType } from '@/models/datasets'
+import { QueryClient, QueryClientProvider } from '@tanstack/react-query'
+import { act, renderHook } from '@testing-library/react'
+import { createElement } from 'react'
+import { describe, expect, it, vi } from 'vitest'
 import { useDatasetCardState } from '../use-dataset-card-state'
 
-const { mockToastSuccess, mockToastError } = vi.hoisted(() => ({
-  mockToastSuccess: vi.fn(),
-  mockToastError: vi.fn(),
+const mocks = vi.hoisted(() => ({
+  request: vi.fn(),
 }))
 
-vi.mock('@langgenius/dify-ui/toast', () => ({
-  toast: {
-    success: mockToastSuccess,
-    error: mockToastError,
-  },
-}))
-
-const mockCheckUsage = vi.fn()
-const mockDeleteDataset = vi.fn()
-const mockExportPipeline = vi.fn()
-const mockPush = vi.fn()
-
 vi.mock('@/next/navigation', () => ({
-  useRouter: () => ({
-    push: mockPush,
-  }),
+  useRouter: () => ({ push: vi.fn() }),
 }))
 
-vi.mock('@/service/use-dataset-card', () => ({
-  useCheckDatasetUsage: () => ({ mutateAsync: mockCheckUsage }),
-  useDeleteDataset: () => ({ mutateAsync: mockDeleteDataset }),
+vi.mock('@/service/base', () => ({
+  request: (...args: unknown[]) => mocks.request(...args),
+  sseGeneratorPost: vi.fn(),
 }))
 
 vi.mock('@/service/use-pipeline', () => ({
-  useExportPipelineDSL: () => ({ mutateAsync: mockExportPipeline }),
+  useExportPipelineDSL: () => ({ mutateAsync: vi.fn() }),
 }))
 
+const dataset = {
+  id: 'dataset-1',
+  name: 'Test Dataset',
+} as DataSet
+
+function renderDatasetCardState() {
+  const onSuccess = vi.fn()
+  const queryClient = new QueryClient({
+    defaultOptions: {
+      mutations: { retry: false },
+      queries: {
+        retry: false,
+        staleTime: 5 * 60 * 1000,
+      },
+    },
+  })
+  const wrapper = ({ children }: { children: ReactNode }) =>
+    createElement(QueryClientProvider, { client: queryClient }, children)
+  const rendered = renderHook(useDatasetCardState, {
+    initialProps: { dataset, onSuccess },
+    wrapper,
+  })
+
+  return { ...rendered, onSuccess }
+}
+
 describe('useDatasetCardState', () => {
-  const createMockDataset = (overrides: Partial<DataSet> = {}): DataSet =>
-    ({
-      id: 'dataset-1',
-      name: 'Test Dataset',
-      description: 'Test description',
-      provider: 'vendor',
-      permission: DatasetPermission.allTeamMembers,
-      data_source_type: DataSourceType.FILE,
-      indexing_technique: IndexingType.QUALIFIED,
-      embedding_available: true,
-      app_count: 5,
-      document_count: 10,
-      word_count: 1000,
-      created_at: 1609459200,
-      updated_at: 1609545600,
-      tags: [{ id: 'tag-1', name: 'Tag 1', type: 'knowledge', binding_count: '' }],
-      embedding_model: 'text-embedding-ada-002',
-      embedding_model_provider: 'openai',
-      created_by: 'user-1',
-      doc_form: ChunkingMode.text,
-      pipeline_id: 'pipeline-1',
-      ...overrides,
-    }) as DataSet
-
-  beforeEach(() => {
-    vi.clearAllMocks()
-    mockCheckUsage.mockResolvedValue({ is_using: false })
-    mockDeleteDataset.mockResolvedValue({})
-    mockExportPipeline.mockResolvedValue({ data: 'yaml content' })
-  })
-
-  afterEach(() => {
-    vi.restoreAllMocks()
-  })
-
-  describe('Initial State', () => {
-    it('should have initial modal state closed', () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      expect(result.current.modalState.showRenameModal).toBe(false)
-      expect(result.current.modalState.showConfirmDelete).toBe(false)
-      expect(result.current.modalState.confirmMessage).toBe('')
-    })
-
-    it('should not be exporting initially', () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      expect(result.current.exporting).toBe(false)
-    })
-  })
-
-  describe('Modal Handlers', () => {
-    it('should open rename modal when openRenameModal is called', () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      act(() => {
-        result.current.openRenameModal()
-      })
-
-      expect(result.current.modalState.showRenameModal).toBe(true)
-    })
-
-    it('should close rename modal when closeRenameModal is called', () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      act(() => {
-        result.current.openRenameModal()
-      })
-
-      act(() => {
-        result.current.closeRenameModal()
-      })
-
-      expect(result.current.modalState.showRenameModal).toBe(false)
-    })
-
-    it('should close confirm delete modal when closeConfirmDelete is called', async () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      // First trigger show confirm delete
-      act(() => {
-        result.current.detectIsUsedByApp()
-      })
-
-      await waitFor(() => {
-        expect(result.current.modalState.showConfirmDelete).toBe(true)
-      })
-
-      act(() => {
-        result.current.closeConfirmDelete()
-      })
-
-      expect(result.current.modalState.showConfirmDelete).toBe(false)
-    })
-  })
-
-  describe('detectIsUsedByApp', () => {
-    it('should check usage and show confirm modal with not-in-use message', async () => {
-      mockCheckUsage.mockResolvedValue({ is_using: false })
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.detectIsUsedByApp()
-      })
-
-      expect(mockCheckUsage).toHaveBeenCalledWith('dataset-1')
-      expect(result.current.modalState.showConfirmDelete).toBe(true)
-      expect(result.current.modalState.confirmMessage).toContain('deleteDatasetConfirmContent')
-    })
-
-    it('should show in-use message when dataset is used by app', async () => {
-      mockCheckUsage.mockResolvedValue({ is_using: true })
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.detectIsUsedByApp()
-      })
-
-      expect(result.current.modalState.confirmMessage).toContain('datasetUsedByApp')
-    })
-  })
-
-  describe('onConfirmDelete', () => {
-    it('should delete dataset and call onSuccess', async () => {
-      const onSuccess = vi.fn()
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess }))
-
-      await act(async () => {
-        await result.current.onConfirmDelete()
-      })
-
-      expect(mockDeleteDataset).toHaveBeenCalledWith('dataset-1')
-      expect(onSuccess).toHaveBeenCalled()
-    })
-
-    it('should close confirm modal after delete', async () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      // First open confirm modal
-      await act(async () => {
-        await result.current.detectIsUsedByApp()
-      })
-
-      await act(async () => {
-        await result.current.onConfirmDelete()
-      })
-
-      expect(result.current.modalState.showConfirmDelete).toBe(false)
-    })
-  })
-
-  describe('handleExportPipeline', () => {
-    it('should not export if pipeline_id is missing', async () => {
-      const dataset = createMockDataset({ pipeline_id: undefined })
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.handleExportPipeline()
-      })
-
-      expect(mockExportPipeline).not.toHaveBeenCalled()
-    })
-
-    it('should export pipeline with correct parameters', async () => {
-      const dataset = createMockDataset({ pipeline_id: 'pipeline-1', name: 'Test Pipeline' })
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.handleExportPipeline(true)
-      })
-
-      expect(mockExportPipeline).toHaveBeenCalledWith({
-        pipelineId: 'pipeline-1',
-        include: true,
-      })
-    })
-  })
-
-  describe('Edge Cases', () => {
-    it('should handle undefined onSuccess', async () => {
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset }))
-
-      // Should not throw when onSuccess is undefined
-      await act(async () => {
-        await result.current.onConfirmDelete()
-      })
-
-      expect(mockDeleteDataset).toHaveBeenCalled()
-    })
-  })
-
-  describe('Error Handling', () => {
-    it('should show error toast when export pipeline fails', async () => {
-      const { toast } = await import('@langgenius/dify-ui/toast')
-      mockExportPipeline.mockRejectedValue(new Error('Export failed'))
-
-      const dataset = createMockDataset({ pipeline_id: 'pipeline-1' })
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.handleExportPipeline()
-      })
-
-      expect(toast.error).toHaveBeenCalledWith(expect.any(String))
-    })
-
-    it('should handle Response error in detectIsUsedByApp', async () => {
-      const { toast } = await import('@langgenius/dify-ui/toast')
-      const mockResponse = new Response(JSON.stringify({ message: 'API Error' }), {
-        status: 400,
-      })
-      mockCheckUsage.mockRejectedValue(mockResponse)
-
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.detectIsUsedByApp()
-      })
-
-      expect(toast.error).toHaveBeenCalledWith(expect.stringContaining('API Error'))
-    })
-
-    it('should handle generic Error in detectIsUsedByApp', async () => {
-      const { toast } = await import('@langgenius/dify-ui/toast')
-      mockCheckUsage.mockRejectedValue(new Error('Network error'))
-
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.detectIsUsedByApp()
-      })
-
-      expect(toast.error).toHaveBeenCalledWith('Network error')
-    })
-
-    it('should handle error without message in detectIsUsedByApp', async () => {
-      const { toast } = await import('@langgenius/dify-ui/toast')
-      mockCheckUsage.mockRejectedValue({})
-
-      const dataset = createMockDataset()
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.detectIsUsedByApp()
-      })
-
-      expect(toast.error).toHaveBeenCalledWith('dataset.unknownError')
-    })
-
-    it('should handle exporting state correctly', async () => {
-      const dataset = createMockDataset({ pipeline_id: 'pipeline-1' })
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      // Exporting should initially be false
-      expect(result.current.exporting).toBe(false)
-
-      // Export should work when not exporting
-      await act(async () => {
-        await result.current.handleExportPipeline()
-      })
-
-      expect(mockExportPipeline).toHaveBeenCalled()
-    })
-
-    it('should reset exporting state after export completes', async () => {
-      const dataset = createMockDataset({ pipeline_id: 'pipeline-1' })
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.handleExportPipeline()
-      })
-
-      expect(result.current.exporting).toBe(false)
-    })
-
-    it('should reset exporting state even when export fails', async () => {
-      mockExportPipeline.mockRejectedValue(new Error('Export failed'))
-
-      const dataset = createMockDataset({ pipeline_id: 'pipeline-1' })
-      const { result } = renderHook(() => useDatasetCardState({ dataset, onSuccess: vi.fn() }))
-
-      await act(async () => {
-        await result.current.handleExportPipeline()
-      })
-
-      expect(result.current.exporting).toBe(false)
-    })
+  it('uses the latest usage state before deleting the dataset', async () => {
+    mocks.request
+      .mockResolvedValueOnce(Response.json({ is_using: false }))
+      .mockResolvedValueOnce(Response.json({ is_using: true }))
+      .mockResolvedValueOnce(new Response(null, { status: 204 }))
+    const { onSuccess, result } = renderDatasetCardState()
+
+    await act(result.current.detectIsUsedByApp)
+    expect(result.current.modalState.confirmMessage).toContain('deleteDatasetConfirmContent')
+
+    act(result.current.closeConfirmDelete)
+    await act(result.current.detectIsUsedByApp)
+
+    expect(result.current.modalState.confirmMessage).toContain('datasetUsedByApp')
+    expect(result.current.modalState.showConfirmDelete).toBe(true)
+    expect(mocks.request).toHaveBeenCalledTimes(2)
+    expect(
+      mocks.request.mock.calls.every(([url]) =>
+        String(url).endsWith('/datasets/dataset-1/use-check'),
+      ),
+    ).toBe(true)
+
+    await act(result.current.onConfirmDelete)
+
+    expect(mocks.request).toHaveBeenCalledTimes(3)
+    const deleteRequest = mocks.request.mock.calls[2]?.[2]?.request as Request
+    expect(deleteRequest.method).toBe('DELETE')
+    expect(deleteRequest.url).toContain('/datasets/dataset-1')
+    expect(result.current.modalState.showConfirmDelete).toBe(false)
+    expect(onSuccess).toHaveBeenCalledOnce()
   })
 })
diff --git a/web/app/components/datasets/list/dataset-card/hooks/use-dataset-card-state.ts b/web/app/components/datasets/list/dataset-card/hooks/use-dataset-card-state.ts
index 0f500fbbafd..86de9f9a77e 100644
--- a/web/app/components/datasets/list/dataset-card/hooks/use-dataset-card-state.ts
+++ b/web/app/components/datasets/list/dataset-card/hooks/use-dataset-card-state.ts
@@ -1,9 +1,10 @@
 import type { DataSet } from '@/models/datasets'
 import { toast } from '@langgenius/dify-ui/toast'
+import { useMutation, useQueryClient } from '@tanstack/react-query'
 import { useCallback, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import { useRouter } from '@/next/navigation'
-import { useCheckDatasetUsage, useDeleteDataset } from '@/service/use-dataset-card'
+import { consoleQuery } from '@/service/client'
 import { useExportPipelineDSL } from '@/service/use-pipeline'
 import { downloadBlob } from '@/utils/download'
 
@@ -22,6 +23,7 @@ type UseDatasetCardStateOptions = {
 export const useDatasetCardState = ({ dataset, onSuccess }: UseDatasetCardStateOptions) => {
   const { t } = useTranslation()
   const { push } = useRouter()
+  const queryClient = useQueryClient()
 
   // Modal state
   const [modalState, setModalState] = useState<ModalState>({
@@ -56,8 +58,9 @@ export const useDatasetCardState = ({ dataset, onSuccess }: UseDatasetCardStateO
   }, [])
 
   // API mutations
-  const { mutateAsync: checkUsage } = useCheckDatasetUsage()
-  const { mutateAsync: deleteDatasetMutation } = useDeleteDataset()
+  const { mutateAsync: deleteDatasetMutation } = useMutation(
+    consoleQuery.datasets.byDatasetId.delete.mutationOptions(),
+  )
   const { mutateAsync: exportPipelineConfig } = useExportPipelineDSL()
 
   // Export pipeline handler
@@ -86,7 +89,18 @@ export const useDatasetCardState = ({ dataset, onSuccess }: UseDatasetCardStateO
   // Delete flow handlers
   const detectIsUsedByApp = useCallback(async () => {
     try {
-      const { is_using: isUsedByApp } = await checkUsage(dataset.id)
+      const { is_using: isUsedByApp } = await queryClient.fetchQuery(
+        consoleQuery.datasets.byDatasetId.useCheck.get.queryOptions({
+          input: {
+            params: {
+              dataset_id: dataset.id,
+            },
+          },
+          staleTime: 0,
+          retry: false,
+          context: { silent: true },
+        }),
+      )
       const message = isUsedByApp
         ? t(($) => $.datasetUsedByApp, { ns: 'dataset' })!
         : t(($) => $.deleteDatasetConfirmContent, { ns: 'dataset' })!
@@ -103,11 +117,15 @@ export const useDatasetCardState = ({ dataset, onSuccess }: UseDatasetCardStateO
         toast.error((e as Error)?.message || t(($) => $.unknownError, { ns: 'dataset' }))
       }
     }
-  }, [dataset.id, checkUsage, t])
+  }, [dataset.id, queryClient, t])
 
   const onConfirmDelete = useCallback(async () => {
     try {
-      await deleteDatasetMutation(dataset.id)
+      await deleteDatasetMutation({
+        params: {
+          dataset_id: dataset.id,
+        },
+      })
       toast.success(t(($) => $.datasetDeleted, { ns: 'dataset' }))
       onSuccess?.()
     } finally {
diff --git a/web/service/use-dataset-card.ts b/web/service/use-dataset-card.ts
deleted file mode 100644
index 05365479dc4..00000000000
--- a/web/service/use-dataset-card.ts
+++ /dev/null
@@ -1,18 +0,0 @@
-import { useMutation } from '@tanstack/react-query'
-import { checkIsUsedInApp, deleteDataset } from './datasets'
-
-const NAME_SPACE = 'dataset-card'
-
-export const useCheckDatasetUsage = () => {
-  return useMutation({
-    mutationKey: [NAME_SPACE, 'check-usage'],
-    mutationFn: (datasetId: string) => checkIsUsedInApp(datasetId),
-  })
-}
-
-export const useDeleteDataset = () => {
-  return useMutation({
-    mutationKey: [NAME_SPACE, 'delete'],
-    mutationFn: (datasetId: string) => deleteDataset(datasetId),
-  })
-}