diff --git a/yt_dlp/utils.py b/yt_dlp/utils.py
index c2327ae1d0..6cfbcdb8db 100644
--- a/yt_dlp/utils.py
+++ b/yt_dlp/utils.py
@@ -2574,7 +2574,9 @@ def strftime_or_none(timestamp, date_format, default=None):
     datetime_object = None
     try:
         if isinstance(timestamp, (int, float)):  # unix timestamp
-            datetime_object = datetime.datetime.utcfromtimestamp(timestamp)
+            # Using naive datetime here can break timestamp() in Windows
+            # Ref: https://github.com/yt-dlp/yt-dlp/issues/5185, https://github.com/python/cpython/issues/94414
+            datetime_object = datetime.datetime.fromtimestamp(timestamp, datetime.timezone.utc)
         elif isinstance(timestamp, str):  # assume YYYYMMDD
             datetime_object = datetime.datetime.strptime(timestamp, '%Y%m%d')
         date_format = re.sub(  # Support %s on windows