diff --git a/newsfragments/896.bugfix.rst b/newsfragments/896.bugfix.rst
new file mode 100644
index 00000000..1d220874
--- /dev/null
+++ b/newsfragments/896.bugfix.rst
@@ -0,0 +1 @@
+Fix the remaining `DepcrecationWarning` for `datetime.datetime.utcnow` on Python 3.12.
diff --git a/pytest_postgresql/retry.py b/pytest_postgresql/retry.py
index e0ba3105..ea25fa2e 100644
--- a/pytest_postgresql/retry.py
+++ b/pytest_postgresql/retry.py
@@ -31,7 +31,7 @@ def retry(
             res = func()
             return res
         except possible_exception as e:
-            if time + timeout_diff < datetime.datetime.utcnow():
+            if time + timeout_diff < get_current_datetime():
                 raise TimeoutError(f"Failed after {i} attempts") from e
             sleep(1)