diff --git a/google/cloud/bigquery/_tqdm_helpers.py b/google/cloud/bigquery/_tqdm_helpers.py
index f2355ab3b..ae289d8a6 100644
--- a/google/cloud/bigquery/_tqdm_helpers.py
+++ b/google/cloud/bigquery/_tqdm_helpers.py
@@ -22,6 +22,7 @@
 
 try:
     import tqdm  # type: ignore
+
 except ImportError:  # pragma: NO COVER
     tqdm = None
 
@@ -48,7 +49,7 @@ def get_progress_bar(progress_bar_type, description, total, unit):
         if progress_bar_type == "tqdm":
             return tqdm.tqdm(desc=description, total=total, unit=unit)
         elif progress_bar_type == "tqdm_notebook":
-            return tqdm.tqdm_notebook(desc=description, total=total, unit=unit)
+            return tqdm.notebook.tqdm(desc=description, total=total, unit=unit)
         elif progress_bar_type == "tqdm_gui":
             return tqdm.tqdm_gui(desc=description, total=total, unit=unit)
     except (KeyError, TypeError):
diff --git a/tests/unit/test_table.py b/tests/unit/test_table.py
index b5f2e58c6..fca43f1ee 100644
--- a/tests/unit/test_table.py
+++ b/tests/unit/test_table.py
@@ -45,7 +45,9 @@
     geopandas = None
 
 try:
-    from tqdm import tqdm
+    import tqdm
+    from tqdm.std import TqdmDeprecationWarning
+
 except (ImportError, AttributeError):  # pragma: NO COVER
     tqdm = None
 
@@ -2798,7 +2800,7 @@ def test_to_arrow_w_bqstorage_no_streams(self):
 
     @unittest.skipIf(tqdm is None, "Requires `tqdm`")
     @mock.patch("tqdm.tqdm_gui")
-    @mock.patch("tqdm.tqdm_notebook")
+    @mock.patch("tqdm.notebook.tqdm")
     @mock.patch("tqdm.tqdm")
     def test_to_arrow_progress_bar(self, tqdm_mock, tqdm_notebook_mock, tqdm_gui_mock):
         from google.cloud.bigquery.schema import SchemaField
@@ -3146,7 +3148,7 @@ def test_to_dataframe_datetime_out_of_pyarrow_bounds(self):
     @unittest.skipIf(pandas is None, "Requires `pandas`")
     @unittest.skipIf(tqdm is None, "Requires `tqdm`")
     @mock.patch("tqdm.tqdm_gui")
-    @mock.patch("tqdm.tqdm_notebook")
+    @mock.patch("tqdm.notebook.tqdm")
     @mock.patch("tqdm.tqdm")
     def test_to_dataframe_progress_bar(
         self, tqdm_mock, tqdm_notebook_mock, tqdm_gui_mock
@@ -3249,7 +3251,7 @@ def test_to_dataframe_no_tqdm(self):
     @unittest.skipIf(pandas is None, "Requires `pandas`")
     @unittest.skipIf(tqdm is None, "Requires `tqdm`")
     @mock.patch("tqdm.tqdm_gui", new=None)  # will raise TypeError on call
-    @mock.patch("tqdm.tqdm_notebook", new=None)  # will raise TypeError on call
+    @mock.patch("tqdm.notebook.tqdm", new=None)  # will raise TypeError on call
     @mock.patch("tqdm.tqdm", new=None)  # will raise TypeError on call
     def test_to_dataframe_tqdm_error(self):
         from google.cloud.bigquery.schema import SchemaField
@@ -3281,7 +3283,10 @@ def test_to_dataframe_tqdm_error(self):
             # Warn that a progress bar was requested, but creating the tqdm
             # progress bar failed.
             for warning in warned:
-                self.assertIs(warning.category, UserWarning)
+                self.assertIn(
+                    warning.category,
+                    [UserWarning, DeprecationWarning, TqdmDeprecationWarning],
+                )
 
     @unittest.skipIf(pandas is None, "Requires `pandas`")
     def test_to_dataframe_w_empty_results(self):