diff --git a/web/app/components/workflow/hooks/use-collaborative-workflow.ts b/web/app/components/workflow/hooks/use-collaborative-workflow.ts
index 267bb2ecb3..c3d4ddc294 100644
--- a/web/app/components/workflow/hooks/use-collaborative-workflow.ts
+++ b/web/app/components/workflow/hooks/use-collaborative-workflow.ts
@@ -1,5 +1,5 @@
 import type { Edge, Node } from '../types'
-import { useCallback } from 'react'
+import { useCallback, useMemo } from 'react'
 import { useStoreApi } from 'reactflow'
 import { collaborationManager } from '../collaboration/core/collaboration-manager'
 
@@ -77,9 +77,9 @@ export const useCollaborativeWorkflow = () => {
     }
   }, [store, setNodes, setEdges])
 
-  return {
+  return useMemo(() => ({
     getState: collaborativeStore,
     setNodes,
     setEdges,
-  }
+  }), [collaborativeStore, setEdges, setNodes])
 }
diff --git a/web/app/components/workflow/nodes/_base/hooks/__tests__/use-node-crud.spec.ts b/web/app/components/workflow/nodes/_base/hooks/__tests__/use-node-crud.spec.ts
new file mode 100644
index 0000000000..1ad0c38e8a
--- /dev/null
+++ b/web/app/components/workflow/nodes/_base/hooks/__tests__/use-node-crud.spec.ts
@@ -0,0 +1,87 @@
+import type { CommonNodeType } from '@/app/components/workflow/types'
+import { renderHook } from '@testing-library/react'
+import { BlockEnum } from '@/app/components/workflow/types'
+import useNodeCrud from '../use-node-crud'
+
+const mockHandleNodeDataUpdateWithSyncDraft = vi.hoisted(() => ({
+  current: vi.fn(),
+}))
+
+vi.mock('@/app/components/workflow/hooks', () => ({
+  useNodeDataUpdate: () => ({
+    handleNodeDataUpdateWithSyncDraft: mockHandleNodeDataUpdateWithSyncDraft.current,
+  }),
+}))
+
+type TestNodeData = CommonNodeType<{
+  value: string
+}>
+
+const createData = (value = 'initial'): TestNodeData => ({
+  type: BlockEnum.LLM,
+  title: 'Test Node',
+  desc: '',
+  value,
+})
+
+describe('useNodeCrud', () => {
+  beforeEach(() => {
+    vi.clearAllMocks()
+    mockHandleNodeDataUpdateWithSyncDraft.current = vi.fn()
+  })
+
+  it('keeps setInputs stable across rerenders when id does not change', () => {
+    const { result, rerender } = renderHook(
+      ({ id, data }) => useNodeCrud(id, data),
+      {
+        initialProps: {
+          id: 'node-1',
+          data: createData(),
+        },
+      },
+    )
+
+    const firstSetInputs = result.current.setInputs
+
+    rerender({
+      id: 'node-1',
+      data: createData('updated'),
+    })
+
+    expect(result.current.setInputs).toBe(firstSetInputs)
+  })
+
+  it('forwards node data updates with the current node id and latest updater', () => {
+    const { result, rerender } = renderHook(
+      ({ id, data }) => useNodeCrud(id, data),
+      {
+        initialProps: {
+          id: 'node-1',
+          data: createData(),
+        },
+      },
+    )
+
+    result.current.setInputs(createData('changed'))
+
+    expect(mockHandleNodeDataUpdateWithSyncDraft.current).toHaveBeenCalledWith({
+      id: 'node-1',
+      data: createData('changed'),
+    })
+
+    const nextUpdater = vi.fn()
+    mockHandleNodeDataUpdateWithSyncDraft.current = nextUpdater
+
+    rerender({
+      id: 'node-1',
+      data: createData('changed'),
+    })
+
+    result.current.setInputs(createData('latest'))
+
+    expect(nextUpdater).toHaveBeenCalledWith({
+      id: 'node-1',
+      data: createData('latest'),
+    })
+  })
+})
diff --git a/web/app/components/workflow/nodes/_base/hooks/use-node-crud.ts b/web/app/components/workflow/nodes/_base/hooks/use-node-crud.ts
index d1741f0bbb..fad9aa9c5e 100644
--- a/web/app/components/workflow/nodes/_base/hooks/use-node-crud.ts
+++ b/web/app/components/workflow/nodes/_base/hooks/use-node-crud.ts
@@ -1,15 +1,21 @@
 import type { CommonNodeType } from '@/app/components/workflow/types'
+import { useCallback, useEffect, useRef } from 'react'
 import { useNodeDataUpdate } from '@/app/components/workflow/hooks'
 
 const useNodeCrud = <T>(id: string, data: CommonNodeType<T>) => {
   const { handleNodeDataUpdateWithSyncDraft } = useNodeDataUpdate()
+  const updateRef = useRef(handleNodeDataUpdateWithSyncDraft)
 
-  const setInputs = (newInputs: CommonNodeType<T>) => {
-    handleNodeDataUpdateWithSyncDraft({
+  useEffect(() => {
+    updateRef.current = handleNodeDataUpdateWithSyncDraft
+  }, [handleNodeDataUpdateWithSyncDraft])
+
+  const setInputs = useCallback((newInputs: CommonNodeType<T>) => {
+    updateRef.current({
       id,
       data: newInputs,
     })
-  }
+  }, [id])
 
   return {
     inputs: data,