diff --git a/sqlalchemy_bigquery/base.py b/sqlalchemy_bigquery/base.py
index bcff58be..e80f2891 100644
--- a/sqlalchemy_bigquery/base.py
+++ b/sqlalchemy_bigquery/base.py
@@ -338,7 +338,14 @@ def visit_label(self, *args, within_group_by=False, **kwargs):
         # Flag set in the group_by_clause method. Works around missing
         # equivalent to supports_simple_order_by_label for group by.
         if within_group_by:
-            kwargs["render_label_as_label"] = args[0]
+            column_label = args[0]
+            sql_keywords = {"GROUPING SETS", "ROLLUP", "CUBE"}
+            for keyword in sql_keywords:
+                if keyword in str(column_label):
+                    break
+            else:  # for/else always happens unless break gets called
+                kwargs["render_label_as_label"] = column_label
+
         return super(BigQueryCompiler, self).visit_label(*args, **kwargs)
 
     def group_by_clause(self, select, **kw):
@@ -395,8 +402,6 @@ def visit_not_in_op_binary(self, binary, operator, **kw):
             + ")"
         )
 
-    visit_notin_op_binary = visit_not_in_op_binary  # before 1.4
-
     ############################################################################
 
     ############################################################################
diff --git a/tests/unit/test_compiler.py b/tests/unit/test_compiler.py
index 5ac71485..def13cfd 100644
--- a/tests/unit/test_compiler.py
+++ b/tests/unit/test_compiler.py
@@ -25,6 +25,7 @@
     sqlalchemy_2_0_or_higher,
     sqlalchemy_before_2_0,
 )
+from sqlalchemy.sql.functions import rollup, cube, grouping_sets
 
 
 def test_constraints_are_ignored(faux_conn, metadata):
@@ -279,3 +280,87 @@ def test_no_implicit_join_for_inner_unnest_no_table2_column(faux_conn, metadata)
     )
     found_outer_sql = q.compile(faux_conn).string
     assert found_outer_sql == expected_outer_sql
+
+
+def test_grouping_sets(faux_conn, metadata):
+    table = setup_table(
+        faux_conn,
+        "table1",
+        metadata,
+        sqlalchemy.Column("foo", sqlalchemy.Integer),
+        sqlalchemy.Column("bar", sqlalchemy.ARRAY(sqlalchemy.Integer)),
+    )
+
+    q = sqlalchemy.select(table.c.foo, table.c.bar).group_by(
+        grouping_sets(table.c.foo, table.c.bar)
+    )
+
+    expected_sql = (
+        "SELECT `table1`.`foo`, `table1`.`bar` \n"
+        "FROM `table1` GROUP BY GROUPING SETS(`table1`.`foo`, `table1`.`bar`)"
+    )
+    found_sql = q.compile(faux_conn).string
+    assert found_sql == expected_sql
+
+
+def test_rollup(faux_conn, metadata):
+    table = setup_table(
+        faux_conn,
+        "table1",
+        metadata,
+        sqlalchemy.Column("foo", sqlalchemy.Integer),
+        sqlalchemy.Column("bar", sqlalchemy.ARRAY(sqlalchemy.Integer)),
+    )
+
+    q = sqlalchemy.select(table.c.foo, table.c.bar).group_by(
+        rollup(table.c.foo, table.c.bar)
+    )
+
+    expected_sql = (
+        "SELECT `table1`.`foo`, `table1`.`bar` \n"
+        "FROM `table1` GROUP BY ROLLUP(`table1`.`foo`, `table1`.`bar`)"
+    )
+    found_sql = q.compile(faux_conn).string
+    assert found_sql == expected_sql
+
+
+def test_cube(faux_conn, metadata):
+    table = setup_table(
+        faux_conn,
+        "table1",
+        metadata,
+        sqlalchemy.Column("foo", sqlalchemy.Integer),
+        sqlalchemy.Column("bar", sqlalchemy.ARRAY(sqlalchemy.Integer)),
+    )
+
+    q = sqlalchemy.select(table.c.foo, table.c.bar).group_by(
+        cube(table.c.foo, table.c.bar)
+    )
+
+    expected_sql = (
+        "SELECT `table1`.`foo`, `table1`.`bar` \n"
+        "FROM `table1` GROUP BY CUBE(`table1`.`foo`, `table1`.`bar`)"
+    )
+    found_sql = q.compile(faux_conn).string
+    assert found_sql == expected_sql
+
+
+def test_multiple_grouping_sets(faux_conn, metadata):
+    table = setup_table(
+        faux_conn,
+        "table1",
+        metadata,
+        sqlalchemy.Column("foo", sqlalchemy.Integer),
+        sqlalchemy.Column("bar", sqlalchemy.ARRAY(sqlalchemy.Integer)),
+    )
+
+    q = sqlalchemy.select(table.c.foo, table.c.bar).group_by(
+        grouping_sets(table.c.foo, table.c.bar), grouping_sets(table.c.foo)
+    )
+
+    expected_sql = (
+        "SELECT `table1`.`foo`, `table1`.`bar` \n"
+        "FROM `table1` GROUP BY GROUPING SETS(`table1`.`foo`, `table1`.`bar`), GROUPING SETS(`table1`.`foo`)"
+    )
+    found_sql = q.compile(faux_conn).string
+    assert found_sql == expected_sql