diff --git a/python/xorbits/core/adapter.py b/python/xorbits/core/adapter.py
index 96079458d..705aca3d9 100644
--- a/python/xorbits/core/adapter.py
+++ b/python/xorbits/core/adapter.py
@@ -62,6 +62,7 @@
 from .._mars.dataframe.datastore.to_vineyard import (
     DataFrameToVineyardChunk as MarsDataFrameToVineyardChunk,
 )
+from .._mars.dataframe.groupby.rolling import GroupByRolling as MarsGroupByRolling
 from .._mars.dataframe.indexing.at import DataFrameAt as MarsDataFrameAt
 from .._mars.dataframe.indexing.iat import DataFrameIat as MarsDataFrameIat
 from .._mars.dataframe.indexing.iloc import DataFrameIloc as MarsDataFrameIloc
diff --git a/python/xorbits/pandas/groupby.py b/python/xorbits/pandas/groupby.py
index c28b94b7b..2bd035f71 100644
--- a/python/xorbits/pandas/groupby.py
+++ b/python/xorbits/pandas/groupby.py
@@ -15,6 +15,7 @@
 import pandas
 
 from ..core import DataRef, DataType
+from ..core.adapter import MarsGetAttrProxy, MarsGroupByRolling, register_converter
 from ..core.data import register_cls_to_type
 from ..core.utils.docstring import attach_module_callable_docstring
 
@@ -37,3 +38,8 @@ class SeriesGroupBy(DataRef):
 attach_module_callable_docstring(
     SeriesGroupBy, pandas, pandas.core.groupby.SeriesGroupBy
 )
+
+
+@register_converter(from_cls_list=[MarsGroupByRolling])
+class GroupByRolling(MarsGetAttrProxy):
+    pass
diff --git a/python/xorbits/pandas/tests/test_groupby.py b/python/xorbits/pandas/tests/test_groupby.py
new file mode 100644
index 000000000..f8d5f6e65
--- /dev/null
+++ b/python/xorbits/pandas/tests/test_groupby.py
@@ -0,0 +1,27 @@
+# Copyright 2022-2023 XProbe Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pandas as pd
+
+from ... import pandas as xpd
+
+
+def test_groupby_rolling(setup):
+    df = pd.DataFrame({"Group": ["A", "A", "B", "B", "B"], "Value": [1, 2, 3, 4, 5]})
+    xdf = xpd.DataFrame(df)
+
+    rolling_x_mean = xdf.groupby("Group")["Value"].rolling(window=2).mean().to_pandas()
+    rolling_mean = df.groupby("Group")["Value"].rolling(window=2).mean()
+
+    pd.testing.assert_series_equal(rolling_x_mean, rolling_mean)