diff --git a/dev/deps/spark-deps-hadoop-2.7-hive-2.3 b/dev/deps/spark-deps-hadoop-2.7-hive-2.3
index 1b1bdf56f778..23366397f00e 100644
--- a/dev/deps/spark-deps-hadoop-2.7-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-2.7-hive-2.3
@@ -37,7 +37,7 @@ commons-beanutils/1.9.4//commons-beanutils-1.9.4.jar
 commons-cli/1.2//commons-cli-1.2.jar
 commons-codec/1.15//commons-codec-1.15.jar
 commons-collections/3.2.2//commons-collections-3.2.2.jar
-commons-compiler/3.0.16//commons-compiler-3.0.16.jar
+commons-compiler/3.1.3//commons-compiler-3.1.3.jar
 commons-compress/1.20//commons-compress-1.20.jar
 commons-configuration/1.6//commons-configuration-1.6.jar
 commons-crypto/1.1.0//commons-crypto-1.1.0.jar
@@ -122,7 +122,7 @@ jakarta.servlet-api/4.0.3//jakarta.servlet-api-4.0.3.jar
 jakarta.validation-api/2.0.2//jakarta.validation-api-2.0.2.jar
 jakarta.ws.rs-api/2.1.6//jakarta.ws.rs-api-2.1.6.jar
 jakarta.xml.bind-api/2.3.2//jakarta.xml.bind-api-2.3.2.jar
-janino/3.0.16//janino-3.0.16.jar
+janino/3.1.3//janino-3.1.3.jar
 javassist/3.25.0-GA//javassist-3.25.0-GA.jar
 javax.inject/1//javax.inject-1.jar
 javax.jdo/3.2.0-m3//javax.jdo-3.2.0-m3.jar
diff --git a/dev/deps/spark-deps-hadoop-3.2-hive-2.3 b/dev/deps/spark-deps-hadoop-3.2-hive-2.3
index d5d0890c32b8..7d64bee78cdb 100644
--- a/dev/deps/spark-deps-hadoop-3.2-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3.2-hive-2.3
@@ -31,7 +31,7 @@ chill_2.12/0.9.5//chill_2.12-0.9.5.jar
 commons-cli/1.2//commons-cli-1.2.jar
 commons-codec/1.15//commons-codec-1.15.jar
 commons-collections/3.2.2//commons-collections-3.2.2.jar
-commons-compiler/3.0.16//commons-compiler-3.0.16.jar
+commons-compiler/3.1.3//commons-compiler-3.1.3.jar
 commons-compress/1.20//commons-compress-1.20.jar
 commons-crypto/1.1.0//commons-crypto-1.1.0.jar
 commons-dbcp/1.4//commons-dbcp-1.4.jar
@@ -98,7 +98,7 @@ jakarta.servlet-api/4.0.3//jakarta.servlet-api-4.0.3.jar
 jakarta.validation-api/2.0.2//jakarta.validation-api-2.0.2.jar
 jakarta.ws.rs-api/2.1.6//jakarta.ws.rs-api-2.1.6.jar
 jakarta.xml.bind-api/2.3.2//jakarta.xml.bind-api-2.3.2.jar
-janino/3.0.16//janino-3.0.16.jar
+janino/3.1.3//janino-3.1.3.jar
 javassist/3.25.0-GA//javassist-3.25.0-GA.jar
 javax.jdo/3.2.0-m3//javax.jdo-3.2.0-m3.jar
 javolution/5.5.1//javolution-5.5.1.jar
diff --git a/pom.xml b/pom.xml
index 9402fd45284a..94cea3c8be7c 100644
--- a/pom.xml
+++ b/pom.xml
@@ -184,7 +184,7 @@
     <commons-pool2.version>2.6.2</commons-pool2.version>
     <datanucleus-core.version>4.1.17</datanucleus-core.version>
     <guava.version>14.0.1</guava.version>
-    <janino.version>3.0.16</janino.version>
+    <janino.version>3.1.3</janino.version>
     <jersey.version>2.30</jersey.version>
     <joda.version>2.10.5</joda.version>
     <jodd.version>3.5.2</jodd.version>
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/CodeGenerator.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/CodeGenerator.scala
index 6ed193a4d9d4..f8c63960dd6d 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/CodeGenerator.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/CodeGenerator.scala
@@ -18,7 +18,6 @@
 package org.apache.spark.sql.catalyst.expressions.codegen
 
 import java.io.ByteArrayInputStream
-import java.util.{Map => JavaMap}
 
 import scala.collection.JavaConverters._
 import scala.collection.mutable
@@ -27,8 +26,8 @@ import scala.util.control.NonFatal
 
 import com.google.common.cache.{CacheBuilder, CacheLoader}
 import com.google.common.util.concurrent.{ExecutionError, UncheckedExecutionException}
-import org.codehaus.commons.compiler.CompileException
-import org.codehaus.janino.{ByteArrayClassLoader, ClassBodyEvaluator, InternalCompilerException, SimpleCompiler}
+import org.codehaus.commons.compiler.{CompileException, InternalCompilerException}
+import org.codehaus.janino.ClassBodyEvaluator
 import org.codehaus.janino.util.ClassFile
 
 import org.apache.spark.{TaskContext, TaskKilledException}
@@ -1433,14 +1432,7 @@ object CodeGenerator extends Logging {
    */
   private def updateAndGetCompilationStats(evaluator: ClassBodyEvaluator): ByteCodeStats = {
     // First retrieve the generated classes.
-    val classes = {
-      val resultField = classOf[SimpleCompiler].getDeclaredField("result")
-      resultField.setAccessible(true)
-      val loader = resultField.get(evaluator).asInstanceOf[ByteArrayClassLoader]
-      val classesField = loader.getClass.getDeclaredField("classes")
-      classesField.setAccessible(true)
-      classesField.get(loader).asInstanceOf[JavaMap[String, Array[Byte]]].asScala
-    }
+    val classes = evaluator.getBytecodes.asScala
 
     // Then walk the classes to get at the method bytecode.
     val codeAttr = Utils.classForName("org.codehaus.janino.util.ClassFile$CodeAttribute")
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryExecutionErrors.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryExecutionErrors.scala
index 3589c875fb72..30da3f5cb3ed 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryExecutionErrors.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryExecutionErrors.scala
@@ -23,8 +23,7 @@ import java.sql.{SQLException, SQLFeatureNotSupportedException}
 import java.time.DateTimeException
 
 import org.apache.hadoop.fs.{FileStatus, Path}
-import org.codehaus.commons.compiler.CompileException
-import org.codehaus.janino.InternalCompilerException
+import org.codehaus.commons.compiler.{CompileException, InternalCompilerException}
 
 import org.apache.spark.{Partition, SparkException, SparkUpgradeException}
 import org.apache.spark.executor.CommitDeniedException