diff --git a/scala-package/spark/src/test/scala/org/apache/mxnet/spark/SharedSparkContext.scala b/scala-package/spark/src/test/scala/org/apache/mxnet/spark/SharedSparkContext.scala
index 2efd1814bc90..6d36ca51db90 100644
--- a/scala-package/spark/src/test/scala/org/apache/mxnet/spark/SharedSparkContext.scala
+++ b/scala-package/spark/src/test/scala/org/apache/mxnet/spark/SharedSparkContext.scala
@@ -80,30 +80,27 @@ trait SharedSparkContext extends FunSuite with BeforeAndAfterEach with BeforeAnd
     System.getProperty("user.dir")
   }
 
-  private def getJarFilePath(root: String): String = {
-    for (platform <- List("linux-x86_64-cpu", "linux-x86_64-gpu", "osx-x86_64-cpu")) {
-      val jarFiles = new File(s"$root/$platform/target/").listFiles(new FileFilter {
-        override def accept(pathname: File) = {
-          pathname.getAbsolutePath.endsWith(".jar") &&
-            !pathname.getAbsolutePath.contains("javadoc") &&
-            !pathname.getAbsolutePath.contains("sources")
-        }
-      })
-      if (jarFiles != null && jarFiles.nonEmpty) {
-        return jarFiles.head.getAbsolutePath
+  private def findJars(root: String): Array[File] = {
+    val excludedSuffixes = List("bundle", "src", "javadoc", "sources")
+    new File(root).listFiles(new FileFilter {
+      override def accept(pathname: File) = {
+        pathname.getAbsolutePath.endsWith(".jar") &&
+          excludedSuffixes.forall(!pathname.getAbsolutePath.contains(_))
       }
+    })
+  }
+
+  private def getJarFilePath(root: String): String = {
+    val jarFiles = findJars(s"$root/target/")
+    if (jarFiles != null && jarFiles.nonEmpty) {
+      jarFiles.head.getAbsolutePath
+    } else {
+      null
     }
-    null
   }
 
   private def getSparkJar: String = {
-    val jarFiles = new File(s"$composeWorkingDirPath/target/").listFiles(new FileFilter {
-      override def accept(pathname: File) = {
-        pathname.getAbsolutePath.endsWith(".jar") &&
-          !pathname.getAbsolutePath.contains("javadoc") &&
-          !pathname.getAbsolutePath.contains("sources")
-      }
-    })
+    val jarFiles = findJars(s"$composeWorkingDirPath/target/")
     if (jarFiles != null && jarFiles.nonEmpty) {
       jarFiles.head.getAbsolutePath
     } else {
@@ -111,6 +108,9 @@ trait SharedSparkContext extends FunSuite with BeforeAndAfterEach with BeforeAnd
     }
   }
 
+  private def getNativeJars(root: String): String =
+    new File(root).listFiles().map(_.toPath).mkString(",")
+
   protected def buildLeNet(): MXNet = {
     val workingDir = composeWorkingDirPath
     val assemblyRoot = s"$workingDir/../assembly"
@@ -130,6 +130,8 @@ trait SharedSparkContext extends FunSuite with BeforeAndAfterEach with BeforeAnd
   protected def buildMlp(): MXNet = {
     val workingDir = composeWorkingDirPath
     val assemblyRoot = s"$workingDir/../assembly"
+    val nativeRoot = s"$workingDir/../native/target/lib"
+
     new MXNet()
       .setBatchSize(128)
       .setLabelName("softmax_label")
@@ -139,7 +141,7 @@ trait SharedSparkContext extends FunSuite with BeforeAndAfterEach with BeforeAnd
       .setNumEpoch(10)
       .setNumServer(1)
       .setNumWorker(numWorkers)
-      .setExecutorJars(s"${getJarFilePath(assemblyRoot)},$getSparkJar")
+      .setExecutorJars(s"${getJarFilePath(assemblyRoot)},$getSparkJar,${getNativeJars(nativeRoot)}")
       .setJava("java")
       .setTimeout(0)
   }