diff --git a/discord/activity.py b/discord/activity.py
index cbe1552f6..3f89c4779 100644
--- a/discord/activity.py
+++ b/discord/activity.py
@@ -131,7 +131,7 @@ class BaseActivity:
         .. versionadded:: 1.3
         """
         if self._created_at is not None:
-            return datetime.datetime.utcfromtimestamp(self._created_at / 1000).replace(tzinfo=datetime.timezone.utc)
+            return datetime.datetime.fromtimestamp(self._created_at / 1000, tz=datetime.timezone.utc)
 
     def to_dict(self) -> ActivityPayload:
         raise NotImplementedError
@@ -276,7 +276,7 @@ class Activity(BaseActivity):
         except KeyError:
             return None
         else:
-            return datetime.datetime.utcfromtimestamp(timestamp).replace(tzinfo=datetime.timezone.utc)
+            return datetime.datetime.fromtimestamp(timestamp, tz=datetime.timezone.utc)
 
     @property
     def end(self) -> Optional[datetime.datetime]:
@@ -286,7 +286,7 @@ class Activity(BaseActivity):
         except KeyError:
             return None
         else:
-            return datetime.datetime.utcfromtimestamp(timestamp).replace(tzinfo=datetime.timezone.utc)
+            return datetime.datetime.fromtimestamp(timestamp, tz=datetime.timezone.utc)
 
     @property
     def large_image_url(self) -> Optional[str]:
@@ -386,14 +386,14 @@ class Game(BaseActivity):
     def start(self) -> Optional[datetime.datetime]:
         """Optional[:class:`datetime.datetime`]: When the user started playing this game in UTC, if applicable."""
         if self._start:
-            return datetime.datetime.utcfromtimestamp(self._start / 1000).replace(tzinfo=datetime.timezone.utc)
+            return datetime.datetime.fromtimestamp(self._start / 1000, tz=datetime.timezone.utc)
         return None
 
     @property
     def end(self) -> Optional[datetime.datetime]:
         """Optional[:class:`datetime.datetime`]: When the user will stop playing this game in UTC, if applicable."""
         if self._end:
-            return datetime.datetime.utcfromtimestamp(self._end / 1000).replace(tzinfo=datetime.timezone.utc)
+            return datetime.datetime.fromtimestamp(self._end / 1000, tz=datetime.timezone.utc)
         return None
 
     def __str__(self) -> str:
@@ -586,7 +586,7 @@ class Spotify:
         .. versionadded:: 1.3
         """
         if self._created_at is not None:
-            return datetime.datetime.utcfromtimestamp(self._created_at / 1000).replace(tzinfo=datetime.timezone.utc)
+            return datetime.datetime.fromtimestamp(self._created_at / 1000, tz=datetime.timezone.utc)
 
     @property
     def colour(self) -> Colour:
@@ -689,12 +689,12 @@ class Spotify:
     @property
     def start(self) -> datetime.datetime:
         """:class:`datetime.datetime`: When the user started playing this song in UTC."""
-        return datetime.datetime.utcfromtimestamp(self._timestamps['start'] / 1000).replace(tzinfo=datetime.timezone.utc)
+        return datetime.datetime.fromtimestamp(self._timestamps['start'] / 1000, tz=datetime.timezone.utc)
 
     @property
     def end(self) -> datetime.datetime:
         """:class:`datetime.datetime`: When the user will stop playing this song in UTC."""
-        return datetime.datetime.utcfromtimestamp(self._timestamps['end'] / 1000).replace(tzinfo=datetime.timezone.utc)
+        return datetime.datetime.fromtimestamp(self._timestamps['end'] / 1000, tz=datetime.timezone.utc)
 
     @property
     def duration(self) -> datetime.timedelta:
diff --git a/discord/state.py b/discord/state.py
index 4965e531e..b98a0a8ec 100644
--- a/discord/state.py
+++ b/discord/state.py
@@ -1234,8 +1234,7 @@ class ConnectionState:
                 member = utils.find(lambda x: x.id == user_id, channel.recipients)
 
             if member is not None:
-                timestamp = datetime.datetime.utcfromtimestamp(data.get('timestamp'))
-                timestamp = timestamp.replace(tzinfo=datetime.timezone.utc)
+                timestamp = datetime.datetime.fromtimestamp(data.get('timestamp'), tz=datetime.timezone.utc)
                 self.dispatch('typing', channel, member, timestamp)
 
     def _get_reaction_user(self, channel, user_id):
diff --git a/discord/utils.py b/discord/utils.py
index b5563a672..9fda2cabe 100644
--- a/discord/utils.py
+++ b/discord/utils.py
@@ -323,7 +323,7 @@ def snowflake_time(id: int) -> datetime.datetime:
         An aware datetime in UTC representing the creation time of the snowflake.
     """
     timestamp = ((id >> 22) + DISCORD_EPOCH) / 1000
-    return datetime.datetime.utcfromtimestamp(timestamp).replace(tzinfo=datetime.timezone.utc)
+    return datetime.datetime.fromtimestamp(timestamp, tz=datetime.timezone.utc)
 
 
 def time_snowflake(dt: datetime.datetime, high: bool = False) -> int: