diff --git a/pandas/tests/apply/test_frame_apply.py b/pandas/tests/apply/test_frame_apply.py
index b7eac6b8f0ea1..1a776892b7bb7 100644
--- a/pandas/tests/apply/test_frame_apply.py
+++ b/pandas/tests/apply/test_frame_apply.py
@@ -4,6 +4,8 @@
 import numpy as np
 import pytest
 
+from pandas.compat import is_platform_arm
+
 from pandas.core.dtypes.dtypes import CategoricalDtype
 
 import pandas as pd
@@ -16,6 +18,7 @@
 )
 import pandas._testing as tm
 from pandas.tests.frame.common import zip_frames
+from pandas.util.version import Version
 
 
 @pytest.fixture
@@ -65,6 +68,9 @@ def test_apply(float_frame, engine, request):
 @pytest.mark.parametrize("raw", [True, False])
 def test_apply_args(float_frame, axis, raw, engine, request):
     if engine == "numba":
+        numba = pytest.importorskip("numba")
+        if Version(numba.__version__) == Version("0.61") and is_platform_arm():
+            pytest.skip(f"Segfaults on ARM platforms with numba {numba.__version__}")
         mark = pytest.mark.xfail(reason="numba engine doesn't support args")
         request.node.add_marker(mark)
     result = float_frame.apply(
diff --git a/pandas/tests/apply/test_numba.py b/pandas/tests/apply/test_numba.py
index 20c067a776f4d..c211073f75888 100644
--- a/pandas/tests/apply/test_numba.py
+++ b/pandas/tests/apply/test_numba.py
@@ -1,6 +1,7 @@
 import numpy as np
 import pytest
 
+from pandas.compat import is_platform_arm
 import pandas.util._test_decorators as td
 
 import pandas as pd
@@ -9,8 +10,17 @@
     Index,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
-pytestmark = [td.skip_if_no("numba"), pytest.mark.single_cpu]
+pytestmark = [td.skip_if_no("numba"), pytest.mark.single_cpu, pytest.mark.skipif()]
+
+numba = pytest.importorskip("numba")
+pytestmark.append(
+    pytest.mark.skipif(
+        Version(numba.__version__) == Version("0.61") and is_platform_arm(),
+        reason=f"Segfaults on ARM platforms with numba {numba.__version__}",
+    )
+)
 
 
 @pytest.fixture(params=[0, 1])
diff --git a/pandas/tests/frame/methods/test_info.py b/pandas/tests/frame/methods/test_info.py
index f0ae00fa6febb..c2d15e5ae88e8 100644
--- a/pandas/tests/frame/methods/test_info.py
+++ b/pandas/tests/frame/methods/test_info.py
@@ -13,6 +13,7 @@
     HAS_PYARROW,
     IS64,
     PYPY,
+    is_platform_arm,
 )
 
 from pandas import (
@@ -25,6 +26,7 @@
     option_context,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
 
 @pytest.fixture
@@ -547,7 +549,9 @@ def test_memory_usage_empty_no_warning(using_infer_string):
 @pytest.mark.single_cpu
 def test_info_compute_numba():
     # GH#51922
-    pytest.importorskip("numba")
+    numba = pytest.importorskip("numba")
+    if Version(numba.__version__) == Version("0.61") and is_platform_arm():
+        pytest.skip(f"Segfaults on ARM platforms with numba {numba.__version__}")
     df = DataFrame([[1, 2], [3, 4]])
 
     with option_context("compute.use_numba", True):
diff --git a/pandas/tests/groupby/aggregate/test_numba.py b/pandas/tests/groupby/aggregate/test_numba.py
index ee694129f7118..fcd34f793c584 100644
--- a/pandas/tests/groupby/aggregate/test_numba.py
+++ b/pandas/tests/groupby/aggregate/test_numba.py
@@ -1,6 +1,7 @@
 import numpy as np
 import pytest
 
+from pandas.compat import is_platform_arm
 from pandas.errors import NumbaUtilError
 
 from pandas import (
@@ -11,8 +12,17 @@
     option_context,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
-pytestmark = pytest.mark.single_cpu
+pytestmark = [pytest.mark.single_cpu]
+
+numba = pytest.importorskip("numba")
+pytestmark.append(
+    pytest.mark.skipif(
+        Version(numba.__version__) == Version("0.61") and is_platform_arm(),
+        reason=f"Segfaults on ARM platforms with numba {numba.__version__}",
+    )
+)
 
 
 def test_correct_function_signature():
diff --git a/pandas/tests/groupby/test_numba.py b/pandas/tests/groupby/test_numba.py
index ee7d342472493..f2c138c86a046 100644
--- a/pandas/tests/groupby/test_numba.py
+++ b/pandas/tests/groupby/test_numba.py
@@ -1,15 +1,24 @@
 import pytest
 
+from pandas.compat import is_platform_arm
+
 from pandas import (
     DataFrame,
     Series,
     option_context,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
-pytestmark = pytest.mark.single_cpu
+pytestmark = [pytest.mark.single_cpu]
 
-pytest.importorskip("numba")
+numba = pytest.importorskip("numba")
+pytestmark.append(
+    pytest.mark.skipif(
+        Version(numba.__version__) == Version("0.61") and is_platform_arm(),
+        reason=f"Segfaults on ARM platforms with numba {numba.__version__}",
+    )
+)
 
 
 @pytest.mark.filterwarnings("ignore")
diff --git a/pandas/tests/groupby/transform/test_numba.py b/pandas/tests/groupby/transform/test_numba.py
index 61fcc930f116a..5afc6f3bdcd3c 100644
--- a/pandas/tests/groupby/transform/test_numba.py
+++ b/pandas/tests/groupby/transform/test_numba.py
@@ -1,6 +1,7 @@
 import numpy as np
 import pytest
 
+from pandas.compat import is_platform_arm
 from pandas.errors import NumbaUtilError
 
 from pandas import (
@@ -9,8 +10,17 @@
     option_context,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
-pytestmark = pytest.mark.single_cpu
+pytestmark = [pytest.mark.single_cpu]
+
+numba = pytest.importorskip("numba")
+pytestmark.append(
+    pytest.mark.skipif(
+        Version(numba.__version__) == Version("0.61") and is_platform_arm(),
+        reason=f"Segfaults on ARM platforms with numba {numba.__version__}",
+    )
+)
 
 
 def test_correct_function_signature():
diff --git a/pandas/tests/window/test_numba.py b/pandas/tests/window/test_numba.py
index 139e1ff7f65fd..9ee7ed0c2f3e6 100644
--- a/pandas/tests/window/test_numba.py
+++ b/pandas/tests/window/test_numba.py
@@ -1,6 +1,7 @@
 import numpy as np
 import pytest
 
+from pandas.compat import is_platform_arm
 from pandas.errors import NumbaUtilError
 import pandas.util._test_decorators as td
 
@@ -11,8 +12,17 @@
     to_datetime,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
-pytestmark = pytest.mark.single_cpu
+pytestmark = [pytest.mark.single_cpu]
+
+numba = pytest.importorskip("numba")
+pytestmark.append(
+    pytest.mark.skipif(
+        Version(numba.__version__) == Version("0.61") and is_platform_arm(),
+        reason=f"Segfaults on ARM platforms with numba {numba.__version__}",
+    )
+)
 
 
 @pytest.fixture(params=["single", "table"])
diff --git a/pandas/tests/window/test_online.py b/pandas/tests/window/test_online.py
index 14d3a39107bc4..43d55a7992b3c 100644
--- a/pandas/tests/window/test_online.py
+++ b/pandas/tests/window/test_online.py
@@ -1,15 +1,24 @@
 import numpy as np
 import pytest
 
+from pandas.compat import is_platform_arm
+
 from pandas import (
     DataFrame,
     Series,
 )
 import pandas._testing as tm
+from pandas.util.version import Version
 
-pytestmark = pytest.mark.single_cpu
+pytestmark = [pytest.mark.single_cpu]
 
-pytest.importorskip("numba")
+numba = pytest.importorskip("numba")
+pytestmark.append(
+    pytest.mark.skipif(
+        Version(numba.__version__) == Version("0.61") and is_platform_arm(),
+        reason=f"Segfaults on ARM platforms with numba {numba.__version__}",
+    )
+)
 
 
 @pytest.mark.filterwarnings("ignore")