diff --git a/sdks/java/extensions/google-cloud-platform-core/src/main/java/org/apache/beam/sdk/extensions/gcp/util/GcsUtilV1.java b/sdks/java/extensions/google-cloud-platform-core/src/main/java/org/apache/beam/sdk/extensions/gcp/util/GcsUtilV1.java
index 97778ac4e1df..1ad08f0ba1a2 100644
--- a/sdks/java/extensions/google-cloud-platform-core/src/main/java/org/apache/beam/sdk/extensions/gcp/util/GcsUtilV1.java
+++ b/sdks/java/extensions/google-cloud-platform-core/src/main/java/org/apache/beam/sdk/extensions/gcp/util/GcsUtilV1.java
@@ -71,6 +71,7 @@
 import java.util.concurrent.LinkedBlockingQueue;
 import java.util.concurrent.ThreadPoolExecutor;
 import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicBoolean;
 import java.util.concurrent.atomic.AtomicInteger;
 import java.util.function.Consumer;
 import java.util.function.Supplier;
@@ -184,6 +185,7 @@ public boolean shouldRetry(IOException e) {
           return RetryDeterminer.SOCKET_ERRORS.shouldRetry(e);
         }
       };
+  private static final AtomicBoolean overwriteLog = new AtomicBoolean(false);
 
   /////////////////////////////////////////////////////////////////////////////
 
@@ -726,9 +728,16 @@ public WritableByteChannel create(GcsPath path, CreateOptions options) throws IO
     }
   }
 
+  @SuppressFBWarnings("LG_LOST_LOGGER_DUE_TO_WEAK_REFERENCE")
   GoogleCloudStorage createGoogleCloudStorage(
       GoogleCloudStorageOptions options, Storage storage, Credentials credentials)
       throws IOException {
+    // Suppress log spams in gcsio 3.0
+    if (overwriteLog.compareAndSet(false, true)) {
+      java.util.logging.Logger.getLogger("com.google.cloud.hadoop.gcsio.GoogleCloudStorageImpl")
+          .setLevel(java.util.logging.Level.SEVERE);
+    }
+
     return GoogleCloudStorageImpl.builder()
         .setOptions(options)
         .setHttpTransport(storage.getRequestFactory().getTransport())