diff --git a/python/ray/air/tests/test_object_extension.py b/python/ray/air/tests/test_object_extension.py
index 64600bafc69cd..b95f4c44a958b 100644
--- a/python/ray/air/tests/test_object_extension.py
+++ b/python/ray/air/tests/test_object_extension.py
@@ -1,6 +1,7 @@
 import types
 
 import numpy as np
+import pandas as pd
 import pyarrow as pa
 import pytest
 
@@ -60,6 +61,43 @@ def test_arrow_pandas_roundtrip():
     assert t1.equals(t2)
 
 
+@pytest.mark.skipif(
+    not _object_extension_type_allowed(), reason="Object extension not supported."
+)
+def test_pandas_python_object_isna():
+    arr = np.array([1, np.nan, 3, 4, 5, np.nan, 7, 8, 9], dtype=object)
+    ta = PythonObjectArray(arr)
+    np.testing.assert_array_equal(ta.isna(), pd.isna(arr))
+
+
+@pytest.mark.skipif(
+    not _object_extension_type_allowed(), reason="Object extension not supported."
+)
+def test_pandas_python_object_take():
+    arr = np.array([1, 2, 3, 4, 5], dtype=object)
+    ta = PythonObjectArray(arr)
+    indices = [1, 2, 3]
+    np.testing.assert_array_equal(ta.take(indices).to_numpy(), arr[indices])
+    indices = [1, 2, -1]
+    np.testing.assert_array_equal(
+        ta.take(indices, allow_fill=True, fill_value=100).to_numpy(),
+        np.array([2, 3, 100]),
+    )
+
+
+@pytest.mark.skipif(
+    not _object_extension_type_allowed(), reason="Object extension not supported."
+)
+def test_pandas_python_object_concat():
+    arr1 = np.array([1, 2, 3, 4, 5], dtype=object)
+    arr2 = np.array([6, 7, 8, 9, 10], dtype=object)
+    ta1 = PythonObjectArray(arr1)
+    ta2 = PythonObjectArray(arr2)
+    concat_arr = PythonObjectArray._concat_same_type([ta1, ta2])
+    assert len(concat_arr) == arr1.shape[0] + arr2.shape[0]
+    np.testing.assert_array_equal(concat_arr.to_numpy(), np.concatenate([arr1, arr2]))
+
+
 if __name__ == "__main__":
     import sys
 
diff --git a/python/ray/air/util/object_extensions/pandas.py b/python/ray/air/util/object_extensions/pandas.py
index ccd71e5dc89a4..dbc5732f350b8 100644
--- a/python/ray/air/util/object_extensions/pandas.py
+++ b/python/ray/air/util/object_extensions/pandas.py
@@ -5,7 +5,7 @@
 import pandas as pd
 import pyarrow as pa
 from pandas._libs import lib
-from pandas._typing import ArrayLike, Dtype, PositionalIndexer, npt
+from pandas._typing import ArrayLike, Dtype, PositionalIndexer, TakeIndexer, npt
 
 import ray.air.util.object_extensions.arrow
 from ray.util.annotations import PublicAPI
@@ -80,6 +80,34 @@ def __arrow_array__(self, type=None):
             self.values
         )
 
+    def isna(self) -> np.ndarray:
+        return pd.isnull(self.values)
+
+    def take(
+        self,
+        indices: TakeIndexer,
+        *,
+        allow_fill: bool = False,
+        fill_value: typing.Any = None,
+    ) -> "PythonObjectArray":
+        if allow_fill and fill_value is None:
+            fill_value = self.dtype.na_value
+
+        result = pd.core.algorithms.take(
+            self.values, indices, allow_fill=allow_fill, fill_value=fill_value
+        )
+        return self._from_sequence(result, dtype=self.dtype)
+
+    def copy(self) -> "PythonObjectArray":
+        return PythonObjectArray(self.values)
+
+    @classmethod
+    def _concat_same_type(
+        cls, to_concat: collections.abc.Sequence["PythonObjectArray"]
+    ) -> "PythonObjectArray":
+        values_to_concat = [element.values for element in to_concat]
+        return cls(np.concatenate(values_to_concat))
+
 
 @PublicAPI(stability="alpha")
 @pd.api.extensions.register_extension_dtype