diff --git a/python/pyarrow/src/arrow/python/udf.cc b/python/pyarrow/src/arrow/python/udf.cc
index 2c1e97c3ea03d..74f16899c47eb 100644
--- a/python/pyarrow/src/arrow/python/udf.cc
+++ b/python/pyarrow/src/arrow/python/udf.cc
@@ -24,14 +24,11 @@
 #include "arrow/compute/kernel.h"
 #include "arrow/compute/row/grouper.h"
 #include "arrow/python/common.h"
+#include "arrow/python/vendored/pythoncapi_compat.h"
 #include "arrow/table.h"
 #include "arrow/util/checked_cast.h"
 #include "arrow/util/logging.h"
 
-// Py_IsFinalizing added in Python 3.13.0a4
-#if PY_VERSION_HEX < 0x030D00A4
-#define Py_IsFinalizing() _Py_IsFinalizing()
-#endif
 namespace arrow {
 using compute::ExecSpan;
 using compute::Grouper;