diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 37da7f0e..12704127 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -12,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12"]
       fail-fast: false
     steps:
       - uses: actions/checkout@v3
@@ -20,6 +20,7 @@ jobs:
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
+          allow-prereleases: true
           cache: pip
       - name: Install dependencies
         run: |
@@ -71,7 +72,7 @@ jobs:
       - name: Test with black
         run: |
           black --check bimmer_connected
-  
+
   mypy:
     runs-on: ubuntu-latest
     steps:
diff --git a/bimmer_connected/__init__.py b/bimmer_connected/__init__.py
index be6fcf2d..a42f0a31 100644
--- a/bimmer_connected/__init__.py
+++ b/bimmer_connected/__init__.py
@@ -8,6 +8,11 @@
 This library is not affiliated with or endorsed by BMW Group.
 """
 
-import pkg_resources  # part of setuptools
+import sys
 
-__version__ = pkg_resources.get_distribution("bimmer_connected").version
+if sys.version_info >= (3, 8):
+    from importlib.metadata import version
+else:
+    from importlib_metadata import version
+
+__version__ = version("bimmer_connected")
diff --git a/bimmer_connected/api/authentication.py b/bimmer_connected/api/authentication.py
index 1f763b10..94aa3fdb 100644
--- a/bimmer_connected/api/authentication.py
+++ b/bimmer_connected/api/authentication.py
@@ -197,7 +197,7 @@ async def _login_row_na(self):
             code = response.next_request.url.params["code"]
 
             # With code, get token
-            current_utc_time = datetime.datetime.utcnow()
+            current_utc_time = datetime.datetime.now(tz=datetime.timezone.utc)
             response = await client.post(
                 oauth_settings["tokenEndpoint"],
                 data={
@@ -237,7 +237,7 @@ async def _refresh_token_row_na(self):
                 oauth_settings = r_oauth_settings.json()
 
                 # With code, get token
-                current_utc_time = datetime.datetime.utcnow()
+                current_utc_time = datetime.datetime.now(tz=datetime.timezone.utc)
                 response = await client.post(
                     oauth_settings["tokenEndpoint"],
                     data={
@@ -314,7 +314,7 @@ async def _login_china(self):
 
         return {
             "access_token": response_json["access_token"],
-            "expires_at": datetime.datetime.utcfromtimestamp(decoded_token["exp"]),
+            "expires_at": datetime.datetime.fromtimestamp(decoded_token["exp"], tz=datetime.timezone.utc),
             "refresh_token": response_json["refresh_token"],
             "gcid": response_json["gcid"],
         }
@@ -324,7 +324,7 @@ async def _refresh_token_china(self):
             async with MyBMWLoginClient(region=self.region) as client:
                 _LOGGER.debug("Authenticating with refresh token for China.")
 
-                current_utc_time = datetime.datetime.utcnow()
+                current_utc_time = datetime.datetime.now(tz=datetime.timezone.utc)
 
                 # Try logging in using refresh_token
                 response = await client.post(
diff --git a/bimmer_connected/api/utils.py b/bimmer_connected/api/utils.py
index d00472bd..ea5de76b 100644
--- a/bimmer_connected/api/utils.py
+++ b/bimmer_connected/api/utils.py
@@ -169,7 +169,8 @@ def generate_cn_nonce(username: str) -> str:
     possible_chars = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789"
     random_str = "".join(random.choice(possible_chars) for _ in range(8))
 
-    phone_text = f"{username}&{datetime.datetime.utcnow().strftime('%a, %d %b %Y %H:%M:%S GMT')}&{random_str}"
+    time_str = datetime.datetime.now(tz=datetime.timezone.utc).strftime("%a, %d %b %Y %H:%M:%S GMT")
+    phone_text = f"{username}&{time_str}&{random_str}"
 
     cipher_aes = AES.new(key.encode(), AES.MODE_CBC, iv.encode())
 
diff --git a/bimmer_connected/vehicle/location.py b/bimmer_connected/vehicle/location.py
index 57d17c21..521355cb 100644
--- a/bimmer_connected/vehicle/location.py
+++ b/bimmer_connected/vehicle/location.py
@@ -77,8 +77,7 @@ def set_remote_service_position(self, remote_service_dict: Dict):
             _LOGGER.error("Error retrieving vehicle position. %s: %s", error["title"], error["description"])
         else:
             pos = remote_service_dict["positionData"]["position"]
-            pos["timestamp"] = datetime.datetime.utcnow()
-            pos["timestamp"] = pos["timestamp"].replace(tzinfo=datetime.timezone.utc)
+            pos["timestamp"] = datetime.datetime.now(tz=datetime.timezone.utc)
 
             self.remote_service_position = pos
 
diff --git a/requirements.txt b/requirements.txt
index 2a7c91d6..0638d286 100755
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
 httpx
 pycryptodome>=3.4
-pyjwt>=2.1.0
\ No newline at end of file
+pyjwt>=2.1.0
+importlib-metadata;python_version<"3.8"
diff --git a/setup.cfg b/setup.cfg
index 5be90d65..3f928de3 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -21,6 +21,7 @@ classifier =
     Programming Language :: Python :: 3.9
     Programming Language :: Python :: 3.10
     Programming Language :: Python :: 3.11
+    Programming Language :: Python :: 3.12
 keywords =
     BMW
     Connected Drive
@@ -35,6 +36,6 @@ console_scripts =
     bimmerconnected = bimmer_connected.cli:main
 
 [options.package_data]
-bimmer_connected = 
+bimmer_connected =
     py.typed
-    bimmer_connected/tests/responses/*
\ No newline at end of file
+    bimmer_connected/tests/responses/*
diff --git a/setup.py b/setup.py
index 5f2e7a1b..73d66ab0 100644
--- a/setup.py
+++ b/setup.py
@@ -8,5 +8,6 @@
         "httpx",
         "pycryptodome>=3.4",
         "pyjwt>=2.1.0",
+        "importlib-metadata;python_version<'3.8'",
     ],
 )