diff --git a/dev/checkstyle.xml b/dev/checkstyle.xml
index 483fc7c01bd8..06c79a9538fd 100644
--- a/dev/checkstyle.xml
+++ b/dev/checkstyle.xml
@@ -185,6 +185,9 @@
             <property name="format" value="throw new \w+Error\("/>
             <property name="message" value="Avoid throwing error in application code."/>
         </module>
-
+        <module name="RegexpSinglelineJava">
+            <property name="format" value="Objects\.toStringHelper"/>
+            <property name="message" value="Avoid using Object.toStringHelper. Use ToStringBuilder instead." />
+        </module>
     </module>
 </module>
diff --git a/scalastyle-config.xml b/scalastyle-config.xml
index c1dc57be56df..c06b4ab60a25 100644
--- a/scalastyle-config.xml
+++ b/scalastyle-config.xml
@@ -397,4 +397,8 @@ This file is divided into 3 sections:
     <parameters><parameter name="ignore">-1,0,1,2,3</parameter></parameters>
   </check>
 
+  <check customId="GuavaToStringHelper" level="error" class="org.scalastyle.file.RegexChecker" enabled="true">
+    <parameters><parameter name="regex">Objects.toStringHelper</parameter></parameters>
+    <customMessage>Avoid using Object.toStringHelper. Use ToStringBuilder instead.</customMessage>
+  </check>
 </scalastyle>