diff --git a/notebook-migration-service/src/main/scala/org/apache/texera/service/resource/NotebookMigrationResource.scala b/notebook-migration-service/src/main/scala/org/apache/texera/service/resource/NotebookMigrationResource.scala
index ac41ccd28d1..84adccf4be6 100644
--- a/notebook-migration-service/src/main/scala/org/apache/texera/service/resource/NotebookMigrationResource.scala
+++ b/notebook-migration-service/src/main/scala/org/apache/texera/service/resource/NotebookMigrationResource.scala
@@ -75,13 +75,10 @@ object NotebookMigrationResource extends LazyLogging {
 
   private val jupyterUrl = StorageConfig.jupyterURL
   private val jupyterToken = StorageConfig.jupyterToken
-  // The token is passed as a URL param so the browser iframe can authenticate when loading the notebook.
-  // jupyterIframeURL is process-global state. This is safe ONLY because each user runs their own pod
-  // (own notebook-migration-service JVM + own Jupyter) in the k8s deployment, so this singleton is
-  // effectively per-user. Do NOT deploy this service as a shared multi-user instance without adding
-  // per-user keying here, or one user's upload would overwrite another's iframe URL.
-  @volatile private var jupyterIframeURL =
-    s"$jupyterUrl/notebooks/work/notebook.ipynb?token=$jupyterToken"
+
+  // Default notebook name used when a request does not specify one, so a param-less
+  // getJupyterIframeURL call reproduces the URL from before this service became stateless.
+  private val defaultNotebookName = "notebook.ipynb"
 
   private def isJupyterAvailable(jupyterUrl: String): Boolean = {
     var conn: java.net.HttpURLConnection = null
@@ -104,8 +101,17 @@ object NotebookMigrationResource extends LazyLogging {
     }
   }
 
-  // Returns the Jupyter iframe reference URL
-  def getJupyterIframeURL(): Response = {
+  // Returns the Jupyter iframe reference URL for the given notebook.
+  def getJupyterIframeURL(notebookName: String): Response = {
+    // notebookName flows into the returned URL, so validate it the same way setNotebook does:
+    // block path traversal and keep it to a plain .ipynb filename.
+    if (!notebookName.matches("[A-Za-z0-9._-]+\\.ipynb")) {
+      return Response
+        .status(Response.Status.BAD_REQUEST)
+        .entity(errorJson(s"Invalid notebook name: $notebookName"))
+        .build()
+    }
+
     if (!isJupyterAvailable(jupyterUrl)) {
       return Response
         .status(500)
@@ -120,7 +126,9 @@ object NotebookMigrationResource extends LazyLogging {
         .build()
     }
 
-    Response.ok(successUrlJson(jupyterIframeURL)).build()
+    Response
+      .ok(successUrlJson(s"$jupyterUrl/notebooks/work/$notebookName?token=$jupyterToken"))
+      .build()
   }
 
   // Returns the URL of Jupyter
@@ -217,8 +225,6 @@ object NotebookMigrationResource extends LazyLogging {
           .build()
       }
 
-      jupyterIframeURL = s"$jupyterUrl/notebooks/work/$notebookName?token=$jupyterToken"
-
       Response
         .ok(
           s"""
@@ -457,9 +463,15 @@ class NotebookMigrationResource extends LazyLogging {
 
   @GET
   @Path("/get-jupyter-iframe-url")
-  def getJupyterIframeURL(@Auth user: SessionUser): Response = {
+  def getJupyterIframeURL(
+      @QueryParam("notebookName") notebookName: String,
+      @Auth user: SessionUser
+  ): Response = {
     logger.info("Getting Jupyter iframe URL")
-    NotebookMigrationResource.getJupyterIframeURL()
+    val name = Option(notebookName)
+      .filter(_.nonEmpty)
+      .getOrElse(NotebookMigrationResource.defaultNotebookName)
+    NotebookMigrationResource.getJupyterIframeURL(name)
   }
 
   @GET
diff --git a/notebook-migration-service/src/test/scala/org/apache/texera/service/resource/NotebookMigrationResourceSpec.scala b/notebook-migration-service/src/test/scala/org/apache/texera/service/resource/NotebookMigrationResourceSpec.scala
index bb1a29c7e57..531801e6f18 100644
--- a/notebook-migration-service/src/test/scala/org/apache/texera/service/resource/NotebookMigrationResourceSpec.scala
+++ b/notebook-migration-service/src/test/scala/org/apache/texera/service/resource/NotebookMigrationResourceSpec.scala
@@ -449,7 +449,7 @@ class NotebookMigrationResourceSpec
 
     resource.setNotebook(validNotebook, user).getStatus shouldBe 500
     resource.getJupyterURL(user).getStatus shouldBe 500
-    resource.getJupyterIframeURL(user).getStatus shouldBe 500
+    resource.getJupyterIframeURL(null, user).getStatus shouldBe 500
   }
 
   it should "return 500 when the request body is malformed JSON" in {
@@ -481,9 +481,42 @@ class NotebookMigrationResourceSpec
       urlResp.getStatus shouldBe Response.Status.OK.getStatusCode
       urlResp.getEntity.toString should include("localhost:9100")
 
-      val iframeResp = resource.getJupyterIframeURL(sessionUser(writerUid))
+      val iframeResp = resource.getJupyterIframeURL(null, sessionUser(writerUid))
       iframeResp.getStatus shouldBe Response.Status.OK.getStatusCode
-      iframeResp.getEntity.toString should include("/notebooks/work/")
+      iframeResp.getEntity.toString should include("/notebooks/work/notebook.ipynb")
+    }
+  }
+
+  it should "build the iframe URL from an explicit notebook name" in {
+    withFakeJupyter(contentsStatus = 201) {
+      val resp = NotebookMigrationResource.getJupyterIframeURL("other.ipynb")
+      resp.getStatus shouldBe Response.Status.OK.getStatusCode
+      resp.getEntity.toString should include("/notebooks/work/other.ipynb")
+    }
+  }
+
+  it should "reject an invalid notebook name for the iframe URL with 400" in {
+    // notebookName flows into the URL, so it is validated before any Jupyter call and
+    // rejected without a running server.
+    NotebookMigrationResource
+      .getJupyterIframeURL("../../etc/evil.ipynb")
+      .getStatus shouldBe Response.Status.BAD_REQUEST.getStatusCode
+  }
+
+  it should "not be affected by a prior setNotebook call (no shared iframe state)" in {
+    // Pins the stateless refactor: getJupyterIframeURL builds its URL from the request, not
+    // from state left by setNotebook. A param-less iframe request after uploading other.ipynb
+    // must return the default notebook, not the just-uploaded name.
+    withFakeJupyter(contentsStatus = 201) {
+      val user = sessionUser(writerUid)
+      resource
+        .setNotebook("""{"notebookName": "other.ipynb", "notebookData": {"cells": []}}""", user)
+        .getStatus shouldBe Response.Status.OK.getStatusCode
+
+      val iframe = resource.getJupyterIframeURL(null, user)
+      iframe.getStatus shouldBe Response.Status.OK.getStatusCode
+      iframe.getEntity.toString should include("/notebooks/work/notebook.ipynb")
+      iframe.getEntity.toString should not include "other.ipynb"
     }
   }