diff --git a/Doc/deprecations/pending-removal-in-3.15.rst b/Doc/deprecations/pending-removal-in-3.15.rst
index e269681593c7c6..92297e1518004d 100644
--- a/Doc/deprecations/pending-removal-in-3.15.rst
+++ b/Doc/deprecations/pending-removal-in-3.15.rst
@@ -96,3 +96,9 @@ Pending removal in Python 3.15
     and :meth:`~wave.Wave_read.getmarkers` methods of
     the :class:`~wave.Wave_read` and :class:`~wave.Wave_write` classes
     have been deprecated since Python 3.13.
+
+* :mod:`zipimport`:
+
+  * :meth:`~zipimport.zipimporter.load_module` has been deprecated since
+    Python 3.10. Use :meth:`~zipimport.zipimporter.exec_module` instead.
+    (Contributed by Jiahao Li in :gh:`125746`.)
diff --git a/Doc/deprecations/pending-removal-in-future.rst b/Doc/deprecations/pending-removal-in-future.rst
index d8d7ad8c783158..42dce518717a85 100644
--- a/Doc/deprecations/pending-removal-in-future.rst
+++ b/Doc/deprecations/pending-removal-in-future.rst
@@ -151,6 +151,3 @@ although there is currently no date scheduled for their removal.
   :class:`~xml.etree.ElementTree.Element` is deprecated. In a future release it
   will always return ``True``. Prefer explicit ``len(elem)`` or
   ``elem is not None`` tests instead.
-
-* :meth:`zipimport.zipimporter.load_module` is deprecated:
-  use :meth:`~zipimport.zipimporter.exec_module` instead.
diff --git a/Doc/library/zipimport.rst b/Doc/library/zipimport.rst
index 9353a45bdcecba..cd76f29a556939 100644
--- a/Doc/library/zipimport.rst
+++ b/Doc/library/zipimport.rst
@@ -148,7 +148,7 @@ zipimporter Objects
       qualified (dotted) module name. Returns the imported module on success,
       raises :exc:`ZipImportError` on failure.
 
-      .. deprecated:: 3.10
+      .. deprecated-removed:: 3.10 3.15
 
          Use :meth:`exec_module` instead.
 
diff --git a/Lib/zipimport.py b/Lib/zipimport.py
index e5192c4d074c4b..444c9dd11d8672 100644
--- a/Lib/zipimport.py
+++ b/Lib/zipimport.py
@@ -20,7 +20,6 @@
 import marshal  # for loads
 import sys  # for modules
 import time  # for mktime
-import _warnings  # For warn()
 
 __all__ = ['ZipImportError', 'zipimporter']
 
@@ -221,9 +220,11 @@ def load_module(self, fullname):
 
         Deprecated since Python 3.10. Use exec_module() instead.
         """
-        msg = ("zipimport.zipimporter.load_module() is deprecated and slated for "
-               "removal in Python 3.12; use exec_module() instead")
-        _warnings.warn(msg, DeprecationWarning)
+        import warnings
+        warnings._deprecated("zipimport.zipimporter.load_module",
+                             f"{warnings._DEPRECATED_MSG}; "
+                             "use zipimport.zipimporter.exec_module() instead",
+                             remove=(3, 15))
         code, ispackage, modpath = _get_module_code(self, fullname)
         mod = sys.modules.get(fullname)
         if mod is None or not isinstance(mod, _module_type):
diff --git a/Misc/NEWS.d/next/Library/2024-10-20-13-01-05.gh-issue-125746.wDLTay.rst b/Misc/NEWS.d/next/Library/2024-10-20-13-01-05.gh-issue-125746.wDLTay.rst
new file mode 100644
index 00000000000000..387d793fd209d9
--- /dev/null
+++ b/Misc/NEWS.d/next/Library/2024-10-20-13-01-05.gh-issue-125746.wDLTay.rst
@@ -0,0 +1,2 @@
+Delay deprecated :meth:`zipimport.zipimporter.load_module` removal
+time to 3.15. Use :meth:`zipimport.zipimporter.exec_module` instead.