diff --git a/kcidb/misc.py b/kcidb/misc.py
index 204f571f..b0fab1c5 100644
--- a/kcidb/misc.py
+++ b/kcidb/misc.py
@@ -15,7 +15,7 @@
 import dateutil
 import dateutil.relativedelta
 import dateutil.parser
-from google.cloud import secretmanager
+import google.cloud.secretmanager
 import jsonschema
 import jq
 import kcidb.io as io
@@ -52,6 +52,10 @@ def logging_setup(level):
     """
     assert isinstance(level, int)
     logging.getLogger().setLevel(level)
+    # Add timestamps to log messages
+    for handler in logging.getLogger().handlers:
+        handler.setFormatter(logging.Formatter(
+            '%(asctime)s:%(levelname)s:%(name)s:%(message)s'))
     # TODO Consider separate arguments for controlling the below
     logging.getLogger("urllib3").setLevel(LOGGING_LEVEL_MAP["NONE"])
     logging.getLogger("google").setLevel(LOGGING_LEVEL_MAP["NONE"])
@@ -440,7 +444,7 @@ def get_secret(project_id, secret_id):
     """
     assert isinstance(project_id, str) and project_id
     assert isinstance(secret_id, str) and secret_id
-    client = secretmanager.SecretManagerServiceClient()
+    client = google.cloud.secretmanager.SecretManagerServiceClient()
     path = client.secret_version_path(project_id, secret_id, "latest")
     return client.access_secret_version(
         request={"name": path}
diff --git a/main.py b/main.py
index fb7c667f..e2eea4e8 100644
--- a/main.py
+++ b/main.py
@@ -1,6 +1,7 @@
 """Google Cloud Functions for Kernel CI reporting"""
 
 import os
+import time
 import atexit
 import tempfile
 import base64
@@ -10,14 +11,22 @@
 import smtplib
 from urllib.parse import unquote
 import functions_framework
+import google.cloud.logging
 import kcidb
 
 # Name of the Google Cloud project we're deployed in
 PROJECT_ID = os.environ["GCP_PROJECT"]
 
+# Setup Google Cloud logging, unless testing
+if PROJECT_ID != "TEST_PROJECT":
+    google.cloud.logging.Client().setup_logging()
+    # Give logging some time to avoid occasional deployment failures
+    time.sleep(5)
+# Setup KCIDB-specific logging
 kcidb.misc.logging_setup(
     kcidb.misc.LOGGING_LEVEL_MAP[os.environ.get("KCIDB_LOG_LEVEL", "NONE")]
 )
+# Get the module's logger
 LOGGER = logging.getLogger()
 
 # The subscriber object for the submission queue
diff --git a/requirements.txt b/requirements.txt
index b13dd20a..976e2cc6 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,6 +5,7 @@ google-cloud-pubsub
 google-cloud-firestore
 google-cloud-storage
 google-cloud-secret-manager
+google-cloud-logging
 psycopg2
 functions-framework
 jsonschema[format]
diff --git a/setup.py b/setup.py
index 20fb38b1..eb678f6b 100644
--- a/setup.py
+++ b/setup.py
@@ -49,6 +49,7 @@
         "functions-framework",
         "google-cloud-firestore",
         "google-cloud-secret-manager",
+        "google-cloud-logging",
         "psycopg2",
         "jsonschema[format]",
         "requests",