diff --git a/jvm-packages/pom.xml b/jvm-packages/pom.xml
index b758b42c8..2aac8b00c 100644
--- a/jvm-packages/pom.xml
+++ b/jvm-packages/pom.xml
@@ -34,7 +34,7 @@
         <maven.compiler.source>1.8</maven.compiler.source>
         <maven.compiler.target>1.8</maven.compiler.target>
         <flink.version>1.8.3</flink.version>
-        <spark.version>3.1.1</spark.version>
+        <spark.version>3.4.0</spark.version>
         <scala.version>2.12.17</scala.version>
         <scala.binary.version>2.12</scala.binary.version>
         <hadoop.version>3.3.5</hadoop.version>