diff --git a/Objects/enumobject.c b/Objects/enumobject.c
index 556666779d8522..e945af7b07e5e7 100644
--- a/Objects/enumobject.c
+++ b/Objects/enumobject.c
@@ -452,7 +452,7 @@ reversed_len(reversedobject *ro, PyObject *Py_UNUSED(ignored))
     Py_ssize_t position, seqsize;
 
     if (ro->seq == NULL)
-        return PyLong_FromLong(0);
+        return Py_NewRef(_PyLong_GetZero());
     seqsize = PySequence_Size(ro->seq);
     if (seqsize == -1)
         return NULL;
diff --git a/Objects/floatobject.c b/Objects/floatobject.c
index a48a210adee3b9..d14c5de9dbc207 100644
--- a/Objects/floatobject.c
+++ b/Objects/floatobject.c
@@ -1526,9 +1526,7 @@ float_as_integer_ratio_impl(PyObject *self)
     numerator = PyLong_FromDouble(float_part);
     if (numerator == NULL)
         goto error;
-    denominator = PyLong_FromLong(1);
-    if (denominator == NULL)
-        goto error;
+    denominator = Py_NewRef(_PyLong_GetOne());
     py_exponent = PyLong_FromLong(Py_ABS(exponent));
     if (py_exponent == NULL)
         goto error;
diff --git a/Objects/iterobject.c b/Objects/iterobject.c
index 135ced9ea1f268..58e5a5078132f4 100644
--- a/Objects/iterobject.c
+++ b/Objects/iterobject.c
@@ -1,6 +1,7 @@
 /* Iterator objects */
 
 #include "Python.h"
+#include "pycore_long.h"          // _PyLong_GetZero()
 #include "pycore_abstract.h"      // _PyObject_HasLen()
 #include "pycore_call.h"          // _PyObject_CallNoArgs()
 #include "pycore_ceval.h"         // _PyEval_GetBuiltin()
@@ -96,7 +97,7 @@ iter_len(seqiterobject *it, PyObject *Py_UNUSED(ignored))
         if (len >= 0)
             return PyLong_FromSsize_t(len);
     }
-    return PyLong_FromLong(0);
+    return Py_NewRef(_PyLong_GetZero());
 }
 
 PyDoc_STRVAR(length_hint_doc, "Private method returning an estimate of len(list(it)).");
diff --git a/Objects/listobject.c b/Objects/listobject.c
index 930aefde325a7c..9af1417c78acc5 100644
--- a/Objects/listobject.c
+++ b/Objects/listobject.c
@@ -8,7 +8,7 @@
 #include "pycore_pyatomic_ft_wrappers.h"
 #include "pycore_interp.h"        // PyInterpreterState.list
 #include "pycore_list.h"          // struct _Py_list_freelist, _PyListIterObject
-#include "pycore_long.h"          // _PyLong_DigitCount
+#include "pycore_long.h"          // _PyLong_DigitCount, _PyLong_GetZero()
 #include "pycore_modsupport.h"    // _PyArg_NoKwnames()
 #include "pycore_object.h"        // _PyObject_GC_TRACK(), _PyDebugAllocatorStats()
 #include "pycore_tuple.h"         // _PyTuple_FromArray()
@@ -3900,7 +3900,7 @@ listiter_len(PyObject *self, PyObject *Py_UNUSED(ignored))
         if (len >= 0)
             return PyLong_FromSsize_t(len);
     }
-    return PyLong_FromLong(0);
+    return Py_NewRef(_PyLong_GetZero());
 }
 
 static PyObject *
diff --git a/Objects/longobject.c b/Objects/longobject.c
index 4e948940485730..1c825730d6934f 100644
--- a/Objects/longobject.c
+++ b/Objects/longobject.c
@@ -854,7 +854,7 @@ _PyLong_FromByteArray(const unsigned char* bytes, size_t n,
     Py_ssize_t idigit = 0;              /* next free index in v->long_value.ob_digit */
 
     if (n == 0)
-        return PyLong_FromLong(0L);
+        return Py_NewRef(_PyLong_GetZero());
 
     if (little_endian) {
         pstartbyte = bytes;
@@ -3715,7 +3715,7 @@ x_sub(PyLongObject *a, PyLongObject *b)
         while (--i >= 0 && a->long_value.ob_digit[i] == b->long_value.ob_digit[i])
             ;
         if (i < 0)
-            return (PyLongObject *)PyLong_FromLong(0);
+            return (PyLongObject *)Py_NewRef(_PyLong_GetZero());
         if (a->long_value.ob_digit[i] < b->long_value.ob_digit[i]) {
             sign = -1;
             { PyLongObject *temp = a; a = b; b = temp; }
@@ -4017,7 +4017,7 @@ k_mul(PyLongObject *a, PyLongObject *b)
     i = a == b ? KARATSUBA_SQUARE_CUTOFF : KARATSUBA_CUTOFF;
     if (asize <= i) {
         if (asize == 0)
-            return (PyLongObject *)PyLong_FromLong(0);
+            return (PyLongObject *)Py_NewRef(_PyLong_GetZero());
         else
             return x_mul(a, b);
     }
@@ -4960,7 +4960,7 @@ long_pow(PyObject *v, PyObject *w, PyObject *x)
         /* if modulus == 1:
                return 0 */
         if (_PyLong_IsNonNegativeCompact(c) && (c->long_value.ob_digit[0] == 1)) {
-            z = (PyLongObject *)PyLong_FromLong(0L);
+            z = (PyLongObject *)Py_NewRef(_PyLong_GetZero());
             goto Done;
         }
 
@@ -5003,9 +5003,7 @@ long_pow(PyObject *v, PyObject *w, PyObject *x)
     /* At this point a, b, and c are guaranteed non-negative UNLESS
        c is NULL, in which case a may be negative. */
 
-    z = (PyLongObject *)PyLong_FromLong(1L);
-    if (z == NULL)
-        goto Error;
+    z = (PyLongObject *)Py_NewRef(_PyLong_GetOne());
 
     /* Perform a modular reduction, X = X % c, but leave X alone if c
      * is NULL.
@@ -5328,7 +5326,7 @@ long_rshift(PyObject *a, PyObject *b)
         return NULL;
     }
     if (_PyLong_IsZero((PyLongObject *)a)) {
-        return PyLong_FromLong(0);
+        return Py_NewRef(_PyLong_GetZero());
     }
     if (PyLong_AsInt64(b, &shiftby) < 0) {
         if (!PyErr_ExceptionMatches(PyExc_OverflowError)) {
@@ -5339,7 +5337,7 @@ long_rshift(PyObject *a, PyObject *b)
             return PyLong_FromLong(-1);
         }
         else {
-            return PyLong_FromLong(0);
+            return Py_NewRef(_PyLong_GetZero());
         }
     }
     return _PyLong_Rshift(a, shiftby);
@@ -5355,7 +5353,7 @@ _PyLong_Rshift(PyObject *a, int64_t shiftby)
     assert(PyLong_Check(a));
     assert(shiftby >= 0);
     if (_PyLong_IsZero((PyLongObject *)a)) {
-        return PyLong_FromLong(0);
+        return Py_NewRef(_PyLong_GetZero());
     }
 #if PY_SSIZE_T_MAX <= INT64_MAX / PyLong_SHIFT
     if (shiftby > (int64_t)PY_SSIZE_T_MAX * PyLong_SHIFT) {
@@ -5363,7 +5361,7 @@ _PyLong_Rshift(PyObject *a, int64_t shiftby)
             return PyLong_FromLong(-1);
         }
         else {
-            return PyLong_FromLong(0);
+            return Py_NewRef(_PyLong_GetZero());
         }
     }
 #endif
@@ -5426,7 +5424,7 @@ long_lshift_method(PyObject *aa, PyObject *bb)
         return NULL;
     }
     if (_PyLong_IsZero(a)) {
-        return PyLong_FromLong(0);
+        return Py_NewRef(_PyLong_GetZero());
     }
 
     int64_t shiftby;
@@ -5447,7 +5445,7 @@ long_lshift_int64(PyLongObject *a, int64_t shiftby)
     assert(shiftby >= 0);
 
     if (_PyLong_IsZero(a)) {
-        return PyLong_FromLong(0);
+        return Py_NewRef(_PyLong_GetZero());
     }
 #if PY_SSIZE_T_MAX <= INT64_MAX / PyLong_SHIFT
     if (shiftby > (int64_t)PY_SSIZE_T_MAX * PyLong_SHIFT) {
@@ -5897,7 +5895,7 @@ long_new_impl(PyTypeObject *type, PyObject *x, PyObject *obase)
                             "int() missing string argument");
             return NULL;
         }
-        return PyLong_FromLong(0L);
+        return Py_NewRef(_PyLong_GetZero());
     }
     /* default base and limit, forward to standard implementation */
     if (obase == NULL)
@@ -5979,13 +5977,13 @@ int___getnewargs___impl(PyObject *self)
 static PyObject *
 long_get0(PyObject *Py_UNUSED(self), void *Py_UNUSED(context))
 {
-    return PyLong_FromLong(0L);
+    return Py_NewRef(_PyLong_GetZero());
 }
 
 static PyObject *
 long_get1(PyObject *Py_UNUSED(self), void *Py_UNUSED(ignored))
 {
-    return PyLong_FromLong(1L);
+    return Py_NewRef(_PyLong_GetOne());
 }
 
 /*[clinic input]
diff --git a/Objects/rangeobject.c b/Objects/rangeobject.c
index 2942ab624edf72..dc233e0c8b4ccf 100644
--- a/Objects/rangeobject.c
+++ b/Objects/rangeobject.c
@@ -3,7 +3,7 @@
 #include "Python.h"
 #include "pycore_abstract.h"      // _PyIndex_Check()
 #include "pycore_ceval.h"         // _PyEval_GetBuiltin()
-#include "pycore_long.h"          // _PyLong_GetZero()
+#include "pycore_long.h"          // _PyLong_GetZero(), _PyLong_GetOne()
 #include "pycore_modsupport.h"    // _PyArg_NoKwnames()
 #include "pycore_range.h"
 #include "pycore_tuple.h"         // _PyTuple_ITEMS()
@@ -32,7 +32,7 @@ validate_step(PyObject *step)
 {
     /* No step specified, use a step of 1. */
     if (!step)
-        return PyLong_FromLong(1);
+        return Py_NewRef(_PyLong_GetOne());
 
     step = PyNumber_Index(step);
     if (step && _PyLong_IsZero((PyLongObject *)step)) {