diff --git a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/RemoteBlockPushResolver.java b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/RemoteBlockPushResolver.java
index 9363efc58d7c..1ac33cdefe04 100644
--- a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/RemoteBlockPushResolver.java
+++ b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/RemoteBlockPushResolver.java
@@ -47,6 +47,8 @@
 import com.google.common.collect.Maps;
 import com.google.common.primitives.Ints;
 import com.google.common.primitives.Longs;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
 import org.roaringbitmap.RoaringBitmap;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
@@ -770,9 +772,9 @@ public int hashCode() {
 
     @Override
     public String toString() {
-      return Objects.toStringHelper(this)
-        .add("appId", appId)
-        .add("shuffleId", shuffleId)
+      return new ToStringBuilder(this, ToStringStyle.SHORT_PREFIX_STYLE)
+        .append("appId", appId)
+        .append("shuffleId", shuffleId)
         .toString();
     }
   }
diff --git a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/FinalizeShuffleMerge.java b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/FinalizeShuffleMerge.java
index 8427837d1525..31efbb727b20 100644
--- a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/FinalizeShuffleMerge.java
+++ b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/FinalizeShuffleMerge.java
@@ -19,6 +19,8 @@
 
 import com.google.common.base.Objects;
 import io.netty.buffer.ByteBuf;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
 
 import org.apache.spark.network.protocol.Encoders;
 
@@ -51,9 +53,9 @@ public int hashCode() {
 
   @Override
   public String toString() {
-    return Objects.toStringHelper(this)
-      .add("appId", appId)
-      .add("shuffleId", shuffleId)
+    return new ToStringBuilder(this, ToStringStyle.SHORT_PREFIX_STYLE)
+      .append("appId", appId)
+      .append("shuffleId", shuffleId)
       .toString();
   }
 
diff --git a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/MergeStatuses.java b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/MergeStatuses.java
index d506d9eb2b78..142ab73e7902 100644
--- a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/MergeStatuses.java
+++ b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/MergeStatuses.java
@@ -21,6 +21,8 @@
 
 import com.google.common.base.Objects;
 import io.netty.buffer.ByteBuf;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
 import org.roaringbitmap.RoaringBitmap;
 
 import org.apache.spark.network.protocol.Encoders;
@@ -76,9 +78,9 @@ public int hashCode() {
 
   @Override
   public String toString() {
-    return Objects.toStringHelper(this)
-      .add("shuffleId", shuffleId)
-      .add("reduceId size", reduceIds.length)
+    return new ToStringBuilder(this, ToStringStyle.SHORT_PREFIX_STYLE)
+      .append("shuffleId", shuffleId)
+      .append("reduceId size", reduceIds.length)
       .toString();
   }
 
diff --git a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/PushBlockStream.java b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/PushBlockStream.java
index 83fc7b23ac44..559f88fc4ea0 100644
--- a/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/PushBlockStream.java
+++ b/common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/protocol/PushBlockStream.java
@@ -19,6 +19,8 @@
 
 import com.google.common.base.Objects;
 import io.netty.buffer.ByteBuf;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
 
 import org.apache.spark.network.protocol.Encoders;
 
@@ -59,12 +61,12 @@ public int hashCode() {
 
   @Override
   public String toString() {
-    return Objects.toStringHelper(this)
-      .add("appId", appId)
-      .add("shuffleId", shuffleId)
-      .add("mapIndex", mapIndex)
-      .add("reduceId", reduceId)
-      .add("index", index)
+    return new ToStringBuilder(this, ToStringStyle.SHORT_PREFIX_STYLE)
+      .append("appId", appId)
+      .append("shuffleId", shuffleId)
+      .append("mapIndex", mapIndex)
+      .append("reduceId", reduceId)
+      .append("index", index)
       .toString();
   }