diff --git a/web/app/components/workflow/skill/file-tree/artifacts-section.tsx b/web/app/components/workflow/skill/file-tree/artifacts-section.tsx
index faf4c2f692..6fc2448e0d 100644
--- a/web/app/components/workflow/skill/file-tree/artifacts-section.tsx
+++ b/web/app/components/workflow/skill/file-tree/artifacts-section.tsx
@@ -1,66 +1,109 @@
 'use client'
 
 import type { FC } from 'react'
-import { RiArrowRightSLine } from '@remixicon/react'
+import type { SandboxFileTreeNode } from '@/types/sandbox-file'
+import { RiArrowDownSLine, RiArrowRightSLine } from '@remixicon/react'
 import * as React from 'react'
+import { useCallback, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import FolderSpark from '@/app/components/base/icons/src/vender/workflow/FolderSpark'
+import { useAppContext } from '@/context/app-context'
+import { useDownloadSandboxFile, useSandboxFilesTree } from '@/service/use-sandbox-file'
 import { cn } from '@/utils/classnames'
+import ArtifactsTree from './artifacts-tree'
 
 type ArtifactsSectionProps = {
   className?: string
 }
 
-/**
- * Artifacts section component for file tree.
- * Shows the artifacts folder with badge and navigation arrow.
- * Clicking expands to show artifact files from test runs.
- * Placeholder implementation - functionality to be added later.
- */
 const ArtifactsSection: FC<ArtifactsSectionProps> = ({ className }) => {
   const { t } = useTranslation('workflow')
-  // TODO: Replace with actual data
-  const badgeText = 'Test Run#3'
-  const hasNewFiles = true
+  const { userProfile } = useAppContext()
+  const sandboxId = userProfile?.id
+
+  const [isExpanded, setIsExpanded] = useState(false)
+
+  const { data: treeData, hasFiles, isLoading } = useSandboxFilesTree(sandboxId, {
+    enabled: isExpanded,
+  })
+
+  const downloadMutation = useDownloadSandboxFile(sandboxId)
+
+  const handleToggle = useCallback(() => {
+    setIsExpanded(prev => !prev)
+  }, [])
+
+  const handleDownload = useCallback(async (node: SandboxFileTreeNode) => {
+    try {
+      const ticket = await downloadMutation.mutateAsync(node.path)
+      window.open(ticket.download_url, '_blank')
+    }
+    catch (error) {
+      console.error('Download failed:', error)
+    }
+  }, [downloadMutation])
+
+  const showBlueDot = !isExpanded && hasFiles
 
   return (
     <div className={cn('shrink-0 border-t border-divider-regular p-1', className)}>
       <button
         type="button"
+        onClick={handleToggle}
         className={cn(
           'flex w-full items-center rounded-md py-1 pl-2 pr-1.5',
           'hover:bg-state-base-hover',
           'focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-components-input-border-active',
         )}
+        aria-expanded={isExpanded}
         aria-label={t('skillSidebar.artifacts.openArtifacts')}
       >
-        {/* Title section */}
         <div className="flex flex-1 items-center gap-1 py-0.5">
-          {/* Icon */}
           <div className="flex size-5 items-center justify-center">
             <FolderSpark className="size-4 text-text-secondary" aria-hidden="true" />
           </div>
-          {/* Label */}
           <span className="system-sm-semibold uppercase text-text-secondary">
             {t('skillSidebar.artifacts.title')}
           </span>
-          {/* Badge */}
-          <div className="flex min-w-4 items-center justify-center rounded-[5px] border border-divider-deep bg-components-badge-bg-dimm px-1 py-0.5">
-            <span className="system-2xs-medium uppercase text-text-tertiary">
-              {badgeText}
-            </span>
-          </div>
         </div>
 
-        {/* Arrow with indicator */}
-        <div className="relative">
-          <RiArrowRightSLine className="size-4 text-text-tertiary" aria-hidden="true" />
-          {/* Blue dot indicator */}
-          {hasNewFiles && (
-            <div className="absolute -right-0.5 top-1/2 size-[7px] -translate-y-1/2 rounded-full border border-white bg-state-accent-solid" />
+        <div className="relative flex items-center">
+          {showBlueDot && (
+            <div className="absolute -left-2 size-[7px] rounded-full border border-white bg-state-accent-solid" />
           )}
+          {isExpanded
+            ? <RiArrowDownSLine className="size-4 text-text-tertiary" aria-hidden="true" />
+            : <RiArrowRightSLine className="size-4 text-text-tertiary" aria-hidden="true" />}
         </div>
       </button>
+
+      {isExpanded && (
+        <div className="flex flex-col gap-px">
+          {isLoading
+            ? (
+                <div className="px-2.5 py-3">
+                  <div className="h-4 w-full animate-pulse rounded bg-components-panel-bg" />
+                </div>
+              )
+            : hasFiles
+              ? (
+                  <ArtifactsTree
+                    data={treeData}
+                    onDownload={handleDownload}
+                    isDownloading={downloadMutation.isPending}
+                  />
+                )
+              : (
+                  <div className="px-2.5 pb-1.5 pt-0.5">
+                    <div className="rounded-lg bg-background-section p-3">
+                      <p className="system-xs-regular text-text-tertiary">
+                        {t('skillSidebar.artifacts.emptyState')}
+                      </p>
+                    </div>
+                  </div>
+                )}
+        </div>
+      )}
     </div>
   )
 }
diff --git a/web/app/components/workflow/skill/file-tree/artifacts-tree.tsx b/web/app/components/workflow/skill/file-tree/artifacts-tree.tsx
new file mode 100644
index 0000000000..8fb03b0efe
--- /dev/null
+++ b/web/app/components/workflow/skill/file-tree/artifacts-tree.tsx
@@ -0,0 +1,130 @@
+'use client'
+
+import type { FC } from 'react'
+import type { SandboxFileTreeNode } from '@/types/sandbox-file'
+import { RiDownloadLine, RiFile3Fill, RiFolderLine } from '@remixicon/react'
+import * as React from 'react'
+import { useCallback, useState } from 'react'
+import { cn } from '@/utils/classnames'
+
+type ArtifactsTreeProps = {
+  data: SandboxFileTreeNode[] | undefined
+  onDownload: (node: SandboxFileTreeNode) => void
+  isDownloading?: boolean
+}
+
+type ArtifactsTreeNodeProps = {
+  node: SandboxFileTreeNode
+  depth: number
+  onDownload: (node: SandboxFileTreeNode) => void
+  isDownloading?: boolean
+}
+
+const ArtifactsTreeNode: FC<ArtifactsTreeNodeProps> = ({
+  node,
+  depth,
+  onDownload,
+  isDownloading,
+}) => {
+  const [isExpanded, setIsExpanded] = useState(false)
+  const isFolder = node.node_type === 'folder'
+  const hasChildren = isFolder && node.children.length > 0
+
+  const handleToggle = useCallback(() => {
+    if (isFolder)
+      setIsExpanded(prev => !prev)
+  }, [isFolder])
+
+  const handleDownload = useCallback((e: React.MouseEvent) => {
+    e.stopPropagation()
+    onDownload(node)
+  }, [node, onDownload])
+
+  return (
+    <div>
+      <div
+        role={isFolder ? 'button' : undefined}
+        tabIndex={isFolder ? 0 : undefined}
+        onClick={handleToggle}
+        onKeyDown={isFolder
+          ? (e) => {
+              if (e.key === 'Enter' || e.key === ' ')
+                handleToggle()
+            }
+          : undefined}
+        className={cn(
+          'group flex items-center gap-0 rounded-md py-0.5 pr-1.5',
+          isFolder && 'cursor-pointer hover:bg-state-base-hover',
+          !isFolder && 'hover:bg-state-base-hover',
+        )}
+        style={{ paddingLeft: `${8 + depth * 20}px` }}
+      >
+        <div className="flex size-5 shrink-0 items-center justify-center">
+          {isFolder
+            ? <RiFolderLine className="size-4 text-text-tertiary" />
+            : <RiFile3Fill className="size-4 text-text-quaternary" />}
+        </div>
+
+        <span className="system-sm-regular flex-1 truncate px-1 py-0.5 text-text-secondary">
+          {node.name}
+        </span>
+
+        {!isFolder && (
+          <button
+            type="button"
+            onClick={handleDownload}
+            disabled={isDownloading}
+            className={cn(
+              'flex size-5 shrink-0 items-center justify-center rounded opacity-0 group-hover:opacity-100',
+              'hover:bg-state-base-hover-alt',
+              'focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-components-input-border-active',
+              'disabled:cursor-not-allowed disabled:opacity-50',
+            )}
+            aria-label={`Download ${node.name}`}
+          >
+            <RiDownloadLine className="size-3.5 text-text-tertiary" />
+          </button>
+        )}
+      </div>
+
+      {isFolder && isExpanded && hasChildren && (
+        <div>
+          {node.children.map(child => (
+            <ArtifactsTreeNode
+              key={child.id}
+              node={child}
+              depth={depth + 1}
+              onDownload={onDownload}
+              isDownloading={isDownloading}
+            />
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
+
+const ArtifactsTree: FC<ArtifactsTreeProps> = ({
+  data,
+  onDownload,
+  isDownloading,
+}) => {
+  if (!data || data.length === 0)
+    return null
+
+  return (
+    <div className="py-0.5">
+      {data.map(node => (
+        <ArtifactsTreeNode
+          key={node.id}
+          node={node}
+          depth={0}
+          onDownload={onDownload}
+          isDownloading={isDownloading}
+        />
+      ))}
+    </div>
+  )
+}
+
+export default React.memo(ArtifactsTree)
diff --git a/web/i18n/en-US/workflow.json b/web/i18n/en-US/workflow.json
index 20fda0b89c..9cee8be6dc 100644
--- a/web/i18n/en-US/workflow.json
+++ b/web/i18n/en-US/workflow.json
@@ -1069,6 +1069,7 @@
   "skillEditor.unsupportedPreview": "This file type is not supported for preview",
   "skillSidebar.addFile": "Upload File",
   "skillSidebar.addFolder": "New Folder",
+  "skillSidebar.artifacts.emptyState": "Files generated by the agent during test runs. They may be automatically cleared later.",
   "skillSidebar.artifacts.openArtifacts": "Open artifacts",
   "skillSidebar.artifacts.title": "Artifacts",
   "skillSidebar.dragAction.moveTo": "Move to ",
diff --git a/web/i18n/zh-Hans/workflow.json b/web/i18n/zh-Hans/workflow.json
index 0f1ca368c1..e922562826 100644
--- a/web/i18n/zh-Hans/workflow.json
+++ b/web/i18n/zh-Hans/workflow.json
@@ -1061,6 +1061,7 @@
   "skillEditor.unsupportedPreview": "该文件类型不支持预览",
   "skillSidebar.addFile": "上传文件",
   "skillSidebar.addFolder": "新建文件夹",
+  "skillSidebar.artifacts.emptyState": "代理在测试运行期间生成的文件。这些文件可能会在稍后自动清除。",
   "skillSidebar.artifacts.openArtifacts": "打开产物文件夹",
   "skillSidebar.artifacts.title": "产物",
   "skillSidebar.dragAction.moveTo": "移动到 ",