diff --git a/pandas/tests/indexing/test_loc.py b/pandas/tests/indexing/test_loc.py
index 85accac5a8235..e6bc6e5a9ea38 100644
--- a/pandas/tests/indexing/test_loc.py
+++ b/pandas/tests/indexing/test_loc.py
@@ -1163,6 +1163,37 @@ def test_loc_getitem_listlike_all_retains_sparse(self):
         result = df.loc[[0, 1]]
         tm.assert_frame_equal(result, df)
 
+    @td.skip_if_no_scipy
+    def test_loc_getitem_sparse_frame(self):
+        # GH34687
+        from scipy.sparse import eye
+
+        df = DataFrame.sparse.from_spmatrix(eye(5))
+        result = df.loc[range(2)]
+        expected = DataFrame(
+            [[1.0, 0.0, 0.0, 0.0, 0.0], [0.0, 1.0, 0.0, 0.0, 0.0]],
+            dtype=SparseDtype("float64", 0.0),
+        )
+        tm.assert_frame_equal(result, expected)
+
+        result = df.loc[range(2)].loc[range(1)]
+        expected = DataFrame(
+            [[1.0, 0.0, 0.0, 0.0, 0.0]], dtype=SparseDtype("float64", 0.0)
+        )
+        tm.assert_frame_equal(result, expected)
+
+    def test_loc_getitem_sparse_series(self):
+        # GH34687
+        s = Series([1.0, 0.0, 0.0, 0.0, 0.0], dtype=SparseDtype("float64", 0.0))
+
+        result = s.loc[range(2)]
+        expected = Series([1.0, 0.0], dtype=SparseDtype("float64", 0.0))
+        tm.assert_series_equal(result, expected)
+
+        result = s.loc[range(3)].loc[range(2)]
+        expected = Series([1.0, 0.0], dtype=SparseDtype("float64", 0.0))
+        tm.assert_series_equal(result, expected)
+
     @pytest.mark.parametrize("key_type", [iter, np.array, Series, Index])
     def test_loc_getitem_iterable(self, float_frame, key_type):
         idx = key_type(["A", "B", "C"])