diff --git a/dev/checkstyle.xml b/dev/checkstyle.xml
index 4285028109419..6c50718e27fe5 100644
--- a/dev/checkstyle.xml
+++ b/dev/checkstyle.xml
@@ -172,32 +172,10 @@
             <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 name="RegexpSinglelineJava">
             <property name="format" value="new (java\.lang\.)?(Byte|Integer|Long|Short)\("/>
             <property name="message" value="Use static factory 'valueOf' or 'parseXXX' instead of the deprecated constructors." />
         </module>
-        <module name="RegexpSinglelineJava">
-            <property name="format" value="Files\.createTempDir\("/>
-            <property name="message"
-              value="Avoid using com.google.common.io.Files.createTempDir() due to CVE-2020-8908.
-                Use org.apache.spark.network.util.JavaUtils.createTempDir() instead." />
-        </module>
-        <module name="RegexpSinglelineJava">
-            <property name="format" value="FileBackedOutputStream"/>
-            <property name="message" value="Avoid using FileBackedOutputStream due to CVE-2023-2976." />
-        </module>
-        <module name="RegexpSinglelineJava">
-            <property name="format" value="AtomicDoubleArray"/>
-            <property name="message" value="Avoid using AtomicDoubleArray due to CVE-2018-10237." />
-        </module>
-        <module name="RegexpSinglelineJava">
-            <property name="format" value="CompoundOrdering"/>
-            <property name="message" value="Avoid using CompoundOrdering due to CVE-2018-10237." />
-        </module>
         <module name="RegexpSinglelineJava">
             <property name="format" value="@Test\(expected"/>
             <property name="message" value="Please use the `assertThrows` method to test for exceptions." />
diff --git a/scalastyle-config.xml b/scalastyle-config.xml
index 05b3f6a268985..7e64dc9be6731 100644
--- a/scalastyle-config.xml
+++ b/scalastyle-config.xml
@@ -460,33 +460,6 @@ 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>
-
-  <check customId="GuavaFilesCreateTempDir" level="error" class="org.scalastyle.file.RegexChecker" enabled="true">
-    <parameters><parameter name="regex">Files\.createTempDir\(</parameter></parameters>
-    <customMessage>Avoid using com.google.common.io.Files.createTempDir due to CVE-2020-8908.
-      Use org.apache.spark.util.Utils.createTempDir instead.
-    </customMessage>
-  </check>
-
-  <check customId="GuavaFileBackedOutputStream" level="error" class="org.scalastyle.file.RegexChecker" enabled="true">
-    <parameters><parameter name="regex">FileBackedOutputStream</parameter></parameters>
-    <customMessage>Avoid using FileBackedOutputStream due to CVE-2023-2976.</customMessage>
-  </check>
-
-  <check customId="GuavaAtomicDoubleArray" level="error" class="org.scalastyle.file.RegexChecker" enabled="true">
-    <parameters><parameter name="regex">AtomicDoubleArray</parameter></parameters>
-    <customMessage>Avoid using AtomicDoubleArray due to CVE-2018-10237.</customMessage>
-  </check>
-
-  <check customId="GuavaCompoundOrdering" level="error" class="org.scalastyle.file.RegexChecker" enabled="true">
-    <parameters><parameter name="regex">CompoundOrdering</parameter></parameters>
-    <customMessage>Avoid using CompoundOrdering due to CVE-2018-10237.</customMessage>
-  </check>
-
   <check customId="byteCountToDisplaySize" level="error" class="org.scalastyle.file.RegexChecker" enabled="true">
     <parameters><parameter name="regex">byteCountToDisplaySize</parameter></parameters>
     <customMessage>Use Utils.bytesToString instead of byteCountToDisplaySize for consistency.</customMessage>