diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala
index b2793365a52..ff4ca77d85b 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala
@@ -20,7 +20,6 @@ package org.apache.kyuubi.engine.spark
 import java.io.{File, FilenameFilter, IOException}
 import java.nio.file.Paths
 import java.util.Locale
-import java.util.regex.Pattern
 
 import scala.collection.mutable
 import scala.collection.mutable.ArrayBuffer
@@ -38,7 +37,7 @@ import org.apache.kyuubi.engine.ProcBuilder.KYUUBI_ENGINE_LOG_PATH_KEY
 import org.apache.kyuubi.ha.HighAvailabilityConf
 import org.apache.kyuubi.ha.client.AuthTypes
 import org.apache.kyuubi.operation.log.OperationLog
-import org.apache.kyuubi.util.{KubernetesUtils, Validator}
+import org.apache.kyuubi.util.{KubernetesUtils, SemanticVersion, Validator}
 
 class SparkProcessBuilder(
     override val proxyUser: String,
@@ -115,9 +114,10 @@ class SparkProcessBuilder(
     StringUtils.defaultIfBlank(System.getenv("SPARK_SCALA_VERSION"), sparkCoreScalaVersion)
 
   override protected lazy val engineHomeDirFilter: FilenameFilter = {
-    val pattern = SCALA_COMPILE_VERSION match {
-      case "2.13" => "^spark-\\d+\\.\\d+\\.\\d+-bin-hadoop\\d(\\.\\d+)?+-scala\\d+(\\.\\d+)?$"
-      case _ => "^spark-\\d+\\.\\d+\\.\\d+-bin-hadoop\\d+(\\.\\d+)?$"
+    val pattern = if (SemanticVersion(SCALA_COMPILE_VERSION) >= "2.13") {
+      "^spark-\\d+\\.\\d+\\.\\d+-bin-hadoop\\d(\\.\\d+)?+-scala\\d+(\\.\\d+)?$"
+    } else {
+      "^spark-\\d+\\.\\d+\\.\\d+-bin-hadoop\\d+(\\.\\d+)?$"
     }
     new RegexFileFilter(pattern)
   }