diff --git a/airflow/providers/google/common/hooks/base_google.py b/airflow/providers/google/common/hooks/base_google.py
index bee2798267610..f45caeba5dad4 100644
--- a/airflow/providers/google/common/hooks/base_google.py
+++ b/airflow/providers/google/common/hooks/base_google.py
@@ -674,7 +674,10 @@ async def acquire_access_token(self, timeout: int = 10) -> None:
 
         self.access_token = cast(str, self.credentials.token)
         self.access_token_duration = 3600
-        self.access_token_acquired_at = datetime.datetime.now(tz=datetime.timezone.utc)
+        # access_token_acquired_at is specific to gcloud-aio's Token. On subsequent calls of `get` it will be used
+        # with `datetime.datetime.utcnow()`. Therefore we have to use an offset-naive datetime.
+        # https://github.com/talkiq/gcloud-aio/blob/f1132b005ba35d8059229a9ca88b90f31f77456d/auth/gcloud/aio/auth/token.py#L204
+        self.access_token_acquired_at = datetime.datetime.now(tz=datetime.timezone.utc).replace(tzinfo=None)
         self.acquiring = None
 
 
diff --git a/airflow/providers/google/provider.yaml b/airflow/providers/google/provider.yaml
index 317dc0e9410c8..7edc6e137c7c7 100644
--- a/airflow/providers/google/provider.yaml
+++ b/airflow/providers/google/provider.yaml
@@ -19,14 +19,14 @@
 package-name: apache-airflow-providers-google
 name: Google
 description: |
-    Google services including:
+  Google services including:
 
-      - `Google Ads <https://ads.google.com/>`__
-      - `Google Cloud (GCP) <https://cloud.google.com/>`__
-      - `Google Firebase <https://firebase.google.com/>`__
-      - `Google LevelDB <https://github.com/google/leveldb/>`__
-      - `Google Marketing Platform <https://marketingplatform.google.com/>`__
-      - `Google Workspace <https://workspace.google.com/>`__ (formerly Google Suite)
+    - `Google Ads <https://ads.google.com/>`__
+    - `Google Cloud (GCP) <https://cloud.google.com/>`__
+    - `Google Firebase <https://firebase.google.com/>`__
+    - `Google LevelDB <https://github.com/google/leveldb/>`__
+    - `Google Marketing Platform <https://marketingplatform.google.com/>`__
+    - `Google Workspace <https://workspace.google.com/>`__ (formerly Google Suite)
 
 state: ready
 source-date-epoch: 1707636385
@@ -89,6 +89,12 @@ dependencies:
   - apache-airflow>=2.6.0
   - apache-airflow-providers-common-sql>=1.7.2
   - asgiref>=3.5.2
+  # When upgrading the major version of gcloud-aio-auth we want to make sure to
+  # 1. use at least version 5.2, which uses offset-aware datetime internally
+  # 2. override Token's new `refresh` method instead of `acquire_access_token`, which allows us to avoid
+  #    dealing with internals like `access_token_acquired_at`
+  # 3. continue to `subclass gcloud.aio.auth.token.Token` instead of `BaseToken`, since instances of
+  #    `_CredentialsToken` are instances of `Token` and used as such
   - gcloud-aio-auth>=4.0.0,<5.0.0
   - gcloud-aio-bigquery>=6.1.2
   - gcloud-aio-storage>=9.0.0
@@ -677,7 +683,6 @@ operators:
     python-modules:
       - airflow.providers.google.cloud.operators.cloud_batch
 
-
 sensors:
   - integration-name: Google BigQuery
     python-modules:
diff --git a/tests/providers/google/common/hooks/test_base_google.py b/tests/providers/google/common/hooks/test_base_google.py
index fd53930c5c1ff..c251dbdb05636 100644
--- a/tests/providers/google/common/hooks/test_base_google.py
+++ b/tests/providers/google/common/hooks/test_base_google.py
@@ -892,6 +892,10 @@ async def test_get(self):
         token = hook._CredentialsToken(mock_credentials, project=PROJECT_ID, scopes=SCOPES)
         assert await token.get() == "ACCESS_TOKEN"
         mock_credentials.refresh.assert_called_once()
+        # ensure token caching works on subsequent calls of `get`
+        mock_credentials.reset_mock()
+        assert await token.get() == "ACCESS_TOKEN"
+        mock_credentials.refresh.assert_not_called()
 
     @pytest.mark.asyncio
     @mock.patch(f"{MODULE_NAME}.get_credentials_and_project_id", return_value=("CREDENTIALS", "PROJECT_ID"))