diff --git a/deepdiff/deephash.py b/deepdiff/deephash.py
index e0d60da2..0546a079 100644
--- a/deepdiff/deephash.py
+++ b/deepdiff/deephash.py
@@ -100,6 +100,10 @@ class BoolObj(Enum):
     FALSE = 0
 
 
+class _NumberHashKey:
+    """Pickle-safe namespace for numeric cache keys, separate from user tuples."""
+
+
 def prepare_string_for_hashing(
         obj: Union[str, bytes, memoryview],
         ignore_string_type_changes: bool = False,
@@ -382,9 +386,9 @@ def get_key(hashes: Dict[Any, Any], key: Any, default: Any = None, extract_index
 
     @staticmethod
     def _unwrap_hash_key(key: Any) -> Any:
-        """Unwrap a (type, value) hash key back to the original value for public API."""
-        if isinstance(key, tuple) and len(key) == 2 and isinstance(key[0], type) and isinstance(key[1], only_numbers):
-            return key[1]
+        """Unwrap an internal numeric hash key for the public API."""
+        if isinstance(key, tuple) and len(key) == 3 and key[0] is _NumberHashKey:
+            return key[2]
         return key
 
     def _get_objects_to_hashes_dict(self, extract_index: Optional[int] = 0) -> Dict[Any, Any]:
@@ -619,18 +623,18 @@ def _make_hash_key(self, obj: Any) -> Any:
 
         In Python, 1 == 1.0 and hash(1) == hash(1.0), so int and float values
         collide as dict keys. When ignore_numeric_type_changes is False, we wrap
-        numeric objects as (type, value) tuples so that each type gets its own
-        cache entry and its own hash.
+        numeric objects as (_NumberHashKey, type, value) tuples so that each type
+        gets its own cache entry without colliding with ordinary (type, value) tuples.
         """
         if not self.ignore_numeric_type_changes and isinstance(obj, only_numbers):
-            return (type(obj), obj)
+            return (_NumberHashKey, type(obj), obj)
         return obj
 
     @staticmethod
     def _make_hash_key_for_lookup(obj: Any, ignore_numeric_type_changes: bool = False) -> Any:
         """Static version of _make_hash_key for use in static accessor methods."""
         if not ignore_numeric_type_changes and isinstance(obj, only_numbers):
-            return (type(obj), obj)
+            return (_NumberHashKey, type(obj), obj)
         return obj
 
     def _hash(self, obj: Any, parent: str, parents_ids: frozenset = EMPTY_FROZENSET) -> HashTuple:
diff --git a/deepdiff/serialization.py b/deepdiff/serialization.py
index 07be29bd..7ab7df92 100644
--- a/deepdiff/serialization.py
+++ b/deepdiff/serialization.py
@@ -91,6 +91,7 @@ class UnsupportedFormatErr(TypeError):
     'collections.OrderedDict',
     're.Pattern',
     'deepdiff.helper.Opcode',
+    'deepdiff.deephash._NumberHashKey',
     'ipaddress.IPv4Interface',
     'ipaddress.IPv6Interface',
     'ipaddress.IPv4Network',
diff --git a/tests/test_hash.py b/tests/test_hash.py
index f1e2e912..57c1d035 100755
--- a/tests/test_hash.py
+++ b/tests/test_hash.py
@@ -6,6 +6,9 @@
 import logging
 import datetime
 import ipaddress
+import pickle
+from copy import deepcopy
+from decimal import Decimal
 from typing import Union
 from pathlib import Path
 from collections import namedtuple
@@ -16,6 +19,7 @@
     prepare_string_for_hashing, unprocessed,
     UNPROCESSED_KEY, BoolObj, HASH_LOOKUP_ERR_MSG, combine_hashes_lists)
 from deepdiff.helper import pypy3, get_id, number_to_string, np, py_major_version, py_minor_version
+from deepdiff.serialization import pickle_dump, pickle_load
 from tests import CustomClass2
 
 logging.disable(logging.CRITICAL)
@@ -404,6 +408,51 @@ def test_number_type_change(self):
         result2 = DeepHashPrep(obj2, ignore_numeric_type_changes=True)
         assert result1[obj1] == result2[obj2]
 
+    @pytest.mark.parametrize('number', [1, 1.0, 1j, Decimal('1'), np.int64(1)])
+    @pytest.mark.parametrize('reverse', [False, True])
+    def test_numeric_cache_key_does_not_collide_with_tuple(self, number, reverse):
+        item = (type(number), number)
+        objects = [item, number] if reverse else [number, item]
+        result = DeepHash(objects)
+        number_hash = DeepHash(number)[number]
+        tuple_hash = DeepHash(item)[item]
+
+        assert result[number] == number_hash
+        assert result[item] == tuple_hash
+        assert result[number] != result[item]
+        assert result.get(item) == tuple_hash
+        assert DeepHash.get_key(result.hashes, number) == number_hash
+        assert DeepHash.get_key(result.hashes, item) == tuple_hash
+        assert number in result
+        assert item in result
+        assert item in set(result.keys())
+        assert dict(result.items())[item] == tuple_hash
+        assert result._get_objects_to_hashes_dict()[item] == tuple_hash
+
+    def test_numeric_cache_does_not_contain_unhashed_tuple(self):
+        result = DeepHash(1)
+        item = (int, 1)
+
+        assert item not in result
+        assert result.get(item) is None
+        with pytest.raises(KeyError):
+            result[item]
+
+    @pytest.mark.parametrize('copy_cache', [
+        deepcopy,
+        pytest.param(lambda value: pickle.loads(pickle.dumps(value)), id='pickle'),
+        pytest.param(lambda value: pickle_load(pickle_dump(value)), id='restricted_pickle'),
+    ])
+    def test_numeric_cache_key_survives_copy(self, copy_cache):
+        original = DeepHash([1, 1.0])
+        hashes = copy_cache(original.hashes)
+
+        for item in [1, 1.0]:
+            assert DeepHash.get_key(hashes, item) == original[item]
+        result = DeepHash((int, 1), hashes=hashes)
+        assert result[1] != result[(int, 1)]
+        assert result[1] != result[1.0]
+
     def test_prep_str_fail_if_deephash_leaks_results(self):
         """
         This test fails if DeepHash is getting a mutable copy of hashes
diff --git a/tests/test_ignore_order.py b/tests/test_ignore_order.py
index aaceeb71..8dfeac64 100644
--- a/tests/test_ignore_order.py
+++ b/tests/test_ignore_order.py
@@ -1430,6 +1430,23 @@ def test_int_vs_float_in_list_of_dicts(self):
         assert result["type_changes"]["root[0]['a']"]["old_type"] is int
         assert result["type_changes"]["root[0]['a']"]["new_type"] is float
 
+    @pytest.mark.parametrize('number', [1, 1.0, 1j])
+    @pytest.mark.parametrize('reverse', [False, True])
+    def test_numeric_cache_key_does_not_hide_tuple_change(self, number, reverse):
+        item = (type(number), number)
+        t1, t2 = ([item], [number]) if reverse else ([number], [item])
+
+        assert DeepDiff(t1, t2, ignore_order=True) == {
+            'type_changes': {
+                'root[0]': {
+                    'old_type': type(t1[0]),
+                    'new_type': type(t2[0]),
+                    'old_value': t1[0],
+                    'new_value': t2[0],
+                },
+            },
+        }
+
     def test_ignore_numeric_type_changes_suppresses_report(self):
         """When ignore_numeric_type_changes=True the type change must be hidden."""
         result = DeepDiff(