diff --git a/dev/deps/spark-deps-hadoop-3-hive-2.3 b/dev/deps/spark-deps-hadoop-3-hive-2.3
index 2b444dddcbe99..13d4beabbaedc 100644
--- a/dev/deps/spark-deps-hadoop-3-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3-hive-2.3
@@ -141,8 +141,8 @@ jettison/1.5.4//jettison-1.5.4.jar
 jetty-util-ajax/11.0.20//jetty-util-ajax-11.0.20.jar
 jetty-util/11.0.20//jetty-util-11.0.20.jar
 jline/2.14.6//jline-2.14.6.jar
-jline/3.24.1//jline-3.24.1.jar
-jna/5.13.0//jna-5.13.0.jar
+jline/3.25.1//jline-3.25.1.jar
+jna/5.14.0//jna-5.14.0.jar
 joda-time/2.12.7//joda-time-2.12.7.jar
 jodd-core/3.5.2//jodd-core-3.5.2.jar
 jpam/1.1//jpam-1.1.jar
@@ -249,11 +249,11 @@ py4j/0.10.9.7//py4j-0.10.9.7.jar
 remotetea-oncrpc/1.1.2//remotetea-oncrpc-1.1.2.jar
 rocksdbjni/8.11.4//rocksdbjni-8.11.4.jar
 scala-collection-compat_2.13/2.7.0//scala-collection-compat_2.13-2.7.0.jar
-scala-compiler/2.13.13//scala-compiler-2.13.13.jar
-scala-library/2.13.13//scala-library-2.13.13.jar
+scala-compiler/2.13.14//scala-compiler-2.13.14.jar
+scala-library/2.13.14//scala-library-2.13.14.jar
 scala-parallel-collections_2.13/1.0.4//scala-parallel-collections_2.13-1.0.4.jar
 scala-parser-combinators_2.13/2.3.0//scala-parser-combinators_2.13-2.3.0.jar
-scala-reflect/2.13.13//scala-reflect-2.13.13.jar
+scala-reflect/2.13.14//scala-reflect-2.13.14.jar
 scala-xml_2.13/2.2.0//scala-xml_2.13-2.2.0.jar
 slf4j-api/2.0.13//slf4j-api-2.0.13.jar
 snakeyaml-engine/2.7//snakeyaml-engine-2.7.jar
diff --git a/docs/_config.yml b/docs/_config.yml
index 19183f85df239..e74eda0470417 100644
--- a/docs/_config.yml
+++ b/docs/_config.yml
@@ -22,7 +22,7 @@ include:
 SPARK_VERSION: 4.0.0-SNAPSHOT
 SPARK_VERSION_SHORT: 4.0.0
 SCALA_BINARY_VERSION: "2.13"
-SCALA_VERSION: "2.13.13"
+SCALA_VERSION: "2.13.14"
 SPARK_ISSUE_TRACKER_URL: https://issues.apache.org/jira/browse/SPARK
 SPARK_GITHUB_URL: https://github.com/apache/spark
 # Before a new release, we should:
diff --git a/pom.xml b/pom.xml
index 12d20f4f07361..53bd3e56f8dae 100644
--- a/pom.xml
+++ b/pom.xml
@@ -169,7 +169,7 @@
     <!-- managed up from 3.2.1 for SPARK-11652 -->
     <commons.collections.version>3.2.2</commons.collections.version>
     <commons.collections4.version>4.4</commons.collections4.version>
-    <scala.version>2.13.13</scala.version>
+    <scala.version>2.13.14</scala.version>
     <scala.binary.version>2.13</scala.binary.version>
     <scalatest-maven-plugin.version>2.2.0</scalatest-maven-plugin.version>
     <scala-maven-plugin.version>4.8.1</scala-maven-plugin.version>
@@ -226,7 +226,7 @@
     and ./python/packaging/connect/setup.py too.
     -->
     <arrow.version>16.0.0</arrow.version>
-    <ammonite.version>3.0.0-M1</ammonite.version>
+    <ammonite.version>3.0.0-M2</ammonite.version>
 
     <!-- org.fusesource.leveldbjni will be used except on arm64 platform. -->
     <leveldbjni.group>org.fusesource.leveldbjni</leveldbjni.group>
@@ -2980,6 +2980,14 @@
                     <maxJdkVersion>${java.version}</maxJdkVersion>
                     <ignoredScopes>test</ignoredScopes>
                     <ignoredScopes>provided</ignoredScopes>
+                    <ignoreClasses>
+                      <!--
+                        The package `org.jline.terminal.impl.ffm.*` contains some class files
+                        that are not compatible with JDK17 (only JDK21 is supported).
+                        However, it will not cause problems for use. See: https://github.com/scala/bug/issues/12994
+                      -->
+                      <ignoreClass>org.jline.terminal.impl.ffm.*</ignoreClass>
+                    </ignoreClasses>
                   </enforceBytecodeVersion>
                 </rules>
               </configuration>