diff --git a/dataworkspace/dataworkspace/apps/applications/utils.py b/dataworkspace/dataworkspace/apps/applications/utils.py
index 3a9f1b0c04..8e67aeafa8 100644
--- a/dataworkspace/dataworkspace/apps/applications/utils.py
+++ b/dataworkspace/dataworkspace/apps/applications/utils.py
@@ -49,6 +49,7 @@
     create_tools_access_iam_role,
     database_dsn,
     stable_identification_suffix,
+    source_tables_for_app,
     source_tables_for_user,
     new_private_database_credentials,
     postgres_user,
@@ -253,19 +254,32 @@ def is_published_visualisation_and_requires_authorisation_and_has_authorisation(
             raise DatasetPermissionDenied(visualisation_catalogue_item)
         return vis_requires_auth
 
-    def is_visualisation_preview_and_has_gitlab_developer():
+    def is_visualisation_preview_and_has_gitlab_developer_and_has_dataset_access():
         is_vis_preview = is_preview and visualisation_catalogue_item
         if is_vis_preview and not gitlab_has_developer_access(
             request.user, application_template.gitlab_project_id
         ):
             raise ManageVisualisationsPermissionDeniedError()
+
+        user_source_tables = source_tables_for_user(request.user)
+        app_source_tables = source_tables_for_app(application_template)
+
+        user_authorised_datasets = set(
+            (source_table["dataset"]["id"] for source_table in user_source_tables)
+        )
+        app_authorised_datasets = set(
+            (source_table["dataset"]["id"] for source_table in app_source_tables)
+        )
+        if app_authorised_datasets - user_authorised_datasets:
+            raise ManageVisualisationsPermissionDeniedError()
+
         return is_vis_preview
 
     return (
         is_tool_and_correct_user_and_allowed_to_start()
         or is_published_visualisation_and_requires_authentication()
         or is_published_visualisation_and_requires_authorisation_and_has_authorisation()
-        or is_visualisation_preview_and_has_gitlab_developer()
+        or is_visualisation_preview_and_has_gitlab_developer_and_has_dataset_access()
     )
 
 
diff --git a/test/test_application.py b/test/test_application.py
index 4c823dfffd..66bab3b614 100644
--- a/test/test_application.py
+++ b/test/test_application.py
@@ -752,6 +752,43 @@ def handle_general_gitlab(request):
         self.assertIn("testvisualisation [11372717]", application_content_1)
         self.assertIn("is loading...", application_content_1)
 
+        # Grant the visualisation access to a dataset that the user doesn't have access to
+        dataset_id_dataset_1 = "3be91019-ee77-4759-ba75-af9541601df4"
+        table_id = "e5c1318d-610a-4300-8b8d-2b96e9f6ab9c"
+        stdout, stderr, code = await create_private_dataset(
+            "test_external_db",
+            "MASTER",
+            dataset_id_dataset_1,
+            "dataset_121",
+            table_id,
+            "dataset_121",
+        )
+        self.assertEqual(stdout, b"")
+        self.assertEqual(stderr, b"")
+        self.assertEqual(code, 0)
+        stdout, stderr, code = await give_visualisation_dataset_perms(
+            "testvisualisation", "dataset_121"
+        )
+        self.assertEqual(stdout, b"")
+        self.assertEqual(stderr, b"")
+        self.assertEqual(code, 0)
+
+        # Ensure the user doesn't have access to the application since they
+        # don't have access to this dataset
+        async with session.request(
+            "GET", "http://testvisualisation--11372717.dataworkspace.test:8000/"
+        ) as response:
+            content = await response.text()
+        self.assertIn("You do not have access to this page", content)
+        self.assertIn("You do not have permission to manage visualisations.", content)
+        self.assertEqual(response.status, 403)
+
+        # Give the user access to the dataset
+        stdout, stderr, code = await give_user_dataset_perms("dataset_121")
+        self.assertEqual(stdout, b"")
+        self.assertEqual(stderr, b"")
+        self.assertEqual(code, 0)
+
         await until_non_202(session, "http://testvisualisation--11372717.dataworkspace.test:8000/")
 
         sent_headers = {"from-downstream": "downstream-header-value"}