diff --git a/web/service/build.gradle b/web/service/build.gradle
index 2484182fb2..b81b4e88cb 100644
--- a/web/service/build.gradle
+++ b/web/service/build.gradle
@@ -64,13 +64,14 @@ dependencies {
   implementation 'org.projectlombok:lombok:1.18.22'
   implementation 'io.sentry:sentry-spring-boot-starter:6.18.1'
   implementation 'io.sentry:sentry-logback:6.18.1'
+  implementation 'com.google.cloud:spring-cloud-gcp-starter-logging:3.7.9'
+
   testImplementation 'org.springframework.boot:spring-boot-starter-test'
 }
 
 dependencyManagement {
 	imports {
 		mavenBom "com.google.cloud:spring-cloud-gcp-dependencies:${springCloudGcpVersion}"
-		mavenBom "org.springframework.cloud:spring-cloud-dependencies:${springCloudVersion}"
 	}
 }
 
diff --git a/web/service/src/main/resources/logback.xml b/web/service/src/main/resources/logback.xml
index 7d900d8ea8..209422a0a4 100644
--- a/web/service/src/main/resources/logback.xml
+++ b/web/service/src/main/resources/logback.xml
@@ -1,13 +1,33 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <configuration>
-    <appender name="STDOUT" class="ch.qos.logback.core.ConsoleAppender">
-        <encoder>
-            <pattern>%d{HH:mm:ss.SSS} [%thread] %-5level %logger{36} - %msg%n
-            </pattern>
-        </encoder>
-    </appender>
+    <include resource="org/springframework/boot/logging/logback/base.xml"/>
 
-    <root level="INFO">
-        <appender-ref ref="STDOUT" />
-    </root>
+    <springProfile name="local">
+        <appender name="STDOUT" class="ch.qos.logback.core.ConsoleAppender">
+            <encoder>
+                <pattern>%d{HH:mm:ss.SSS} [%thread] %-5level %logger{36} - %msg%n</pattern>
+            </encoder>
+        </appender>
+        <root level="INFO">
+            <appender-ref ref="STDOUT" />
+        </root>
+    </springProfile>
+
+    <springProfile name="cloud">
+        <appender name="CONSOLE_JSON" class="ch.qos.logback.core.ConsoleAppender">
+            <encoder class="ch.qos.logback.core.encoder.LayoutWrappingEncoder">
+                <layout class="com.google.cloud.spring.logging.StackdriverJsonLayout">
+                    <includeTraceId>true</includeTraceId>
+                    <includeSpanId>true</includeSpanId>
+                    <includeLevel>true</includeLevel>
+                    <includeThreadName>true</includeThreadName>
+                    <includeMDC>true</includeMDC>
+                    <includeLoggerName>true</includeLoggerName>
+                </layout>
+            </encoder>
+        </appender>
+        <root level="INFO">
+            <appender-ref ref="CONSOLE_JSON" />
+        </root>
+    </springProfile>
 </configuration>
\ No newline at end of file
diff --git a/web/service/src/test/java/org/mobilitydata/gtfsvalidator/web/service/util/StorageHelperTest.java b/web/service/src/test/java/org/mobilitydata/gtfsvalidator/web/service/util/StorageHelperTest.java
index d3dd5727fb..b4058d198d 100644
--- a/web/service/src/test/java/org/mobilitydata/gtfsvalidator/web/service/util/StorageHelperTest.java
+++ b/web/service/src/test/java/org/mobilitydata/gtfsvalidator/web/service/util/StorageHelperTest.java
@@ -2,6 +2,7 @@
 
 import static org.junit.jupiter.api.Assertions.assertArrayEquals;
 import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.mockito.ArgumentMatchers.any;
 import static org.mockito.Mockito.*;
 
 import com.fasterxml.jackson.databind.ObjectMapper;