diff --git a/backends-velox/pom.xml b/backends-velox/pom.xml
index 3acf27c316ca..c678168252b6 100755
--- a/backends-velox/pom.xml
+++ b/backends-velox/pom.xml
@@ -187,6 +187,7 @@
     <resources>
       <resource>
         <directory>${cpp.releases.dir}</directory>
+        <targetPath>org/apache/gluten/${platform}/${arch}</targetPath>
       </resource>
       <resource>
         <directory>${resource.dir}</directory>
diff --git a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxListenerApi.scala b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxListenerApi.scala
index bb5e7deec58a..d2c4293906e4 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxListenerApi.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxListenerApi.scala
@@ -138,8 +138,8 @@ class VeloxListenerApi extends ListenerApi with Logging {
       JniLibLoader.loadFromPath(libPath, false)
     } else {
       val baseLibName = conf.get(GlutenConfig.GLUTEN_LIB_NAME, "gluten")
-      loader.mapAndLoad(baseLibName, false)
-      loader.mapAndLoad(VeloxBackend.BACKEND_NAME, false)
+      loader.load(s"$baseLibPackage/${System.mapLibraryName(baseLibName)}", false)
+      loader.load(s"$baseLibPackage/${System.mapLibraryName(VeloxBackend.BACKEND_NAME)}", false)
     }
 
     // Initial native backend with configurations.
@@ -152,6 +152,18 @@ class VeloxListenerApi extends ListenerApi with Logging {
     GlutenRowSplitter.setInstance(new VeloxRowSplitter())
   }
 
+  private lazy val baseLibPackage: String = {
+    val osName = System.getProperty("os.name") match {
+      case n if n.contains("Linux") => "linux"
+      case n if n.contains("Mac") => "darwin"
+      case _ =>
+        // Default to linux
+        "linux"
+    }
+    val arch = System.getProperty("os.arch")
+    s"org/apache/gluten/$osName/$arch"
+  }
+
   private def shutdown(): Unit = {
     // TODO shutdown implementation in velox to release resources
   }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos7.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos7.scala
index a7750dcb3e65..384d00fe6d55 100755
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos7.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos7.scala
@@ -20,26 +20,28 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderCentos7 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libboost_atomic.so.1.84.0", "libboost_atomic.so", false)
-    loader.loadAndCreateLink("libboost_thread.so.1.84.0", "libboost_thread.so", false)
-    loader.loadAndCreateLink("libboost_system.so.1.84.0", "libboost_system.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink(
-      "libboost_program_options.so.1.84.0",
-      "libboost_program_options.so",
-      false)
-    loader.loadAndCreateLink("libboost_filesystem.so.1.84.0", "libboost_filesystem.so", false)
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.1", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libevent-2.0.so.5", "libevent-2.0.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libglog.so.0", "libglog.so", false)
-    loader.loadAndCreateLink("libntlm.so.0", "libntlm.so", false)
-    loader.loadAndCreateLink("libgsasl.so.7", "libgsasl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
-    loader.loadAndCreateLink("libre2.so.10", "libre2.so", false)
-    loader.loadAndCreateLink("libzstd.so.1", "libzstd.so", false)
-    loader.loadAndCreateLink("liblz4.so.1", "liblz4.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libboost_atomic.so.1.84.0", "libboost_atomic.so")
+    loadAndCreateLink("libboost_thread.so.1.84.0", "libboost_thread.so")
+    loadAndCreateLink("libboost_system.so.1.84.0", "libboost_system.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libboost_program_options.so.1.84.0", "libboost_program_options.so")
+    loadAndCreateLink("libboost_filesystem.so.1.84.0", "libboost_filesystem.so")
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libdouble-conversion.so.1", "libdouble-conversion.so")
+    loadAndCreateLink("libevent-2.0.so.5", "libevent-2.0.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libglog.so.0", "libglog.so")
+    loadAndCreateLink("libntlm.so.0", "libntlm.so")
+    loadAndCreateLink("libgsasl.so.7", "libgsasl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
+    loadAndCreateLink("libre2.so.10", "libre2.so")
+    loadAndCreateLink("libzstd.so.1", "libzstd.so")
+    loadAndCreateLink("liblz4.so.1", "liblz4.so")
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos8.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos8.scala
index bd8bf15bec9f..0167ed4e2f51 100755
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos8.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos8.scala
@@ -20,30 +20,32 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderCentos8 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libboost_atomic.so.1.84.0", "libboost_atomic.so", false)
-    loader.loadAndCreateLink("libboost_thread.so.1.84.0", "libboost_thread.so", false)
-    loader.loadAndCreateLink("libboost_system.so.1.84.0", "libboost_system.so", false)
-    loader.loadAndCreateLink("libicudata.so.60", "libicudata.so", false)
-    loader.loadAndCreateLink("libicuuc.so.60", "libicuuc.so", false)
-    loader.loadAndCreateLink("libicui18n.so.60", "libicui18n.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink(
-      "libboost_program_options.so.1.84.0",
-      "libboost_program_options.so",
-      false)
-    loader.loadAndCreateLink("libboost_filesystem.so.1.84.0", "libboost_filesystem.so", false)
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libevent-2.1.so.6", "libevent-2.1.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libglog.so.1", "libglog.so", false)
-    loader.loadAndCreateLink("libdwarf.so.1", "libdwarf.so", false)
-    loader.loadAndCreateLink("libidn.so.11", "libidn.so", false)
-    loader.loadAndCreateLink("libntlm.so.0", "libntlm.so", false)
-    loader.loadAndCreateLink("libgsasl.so.7", "libgsasl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
-    loader.loadAndCreateLink("libre2.so.0", "libre2.so", false)
-    loader.loadAndCreateLink("libsodium.so.23", "libsodium.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libboost_atomic.so.1.84.0", "libboost_atomic.so")
+    loadAndCreateLink("libboost_thread.so.1.84.0", "libboost_thread.so")
+    loadAndCreateLink("libboost_system.so.1.84.0", "libboost_system.so")
+    loadAndCreateLink("libicudata.so.60", "libicudata.so")
+    loadAndCreateLink("libicuuc.so.60", "libicuuc.so")
+    loadAndCreateLink("libicui18n.so.60", "libicui18n.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libboost_program_options.so.1.84.0", "libboost_program_options.so")
+    loadAndCreateLink("libboost_filesystem.so.1.84.0", "libboost_filesystem.so")
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so")
+    loadAndCreateLink("libevent-2.1.so.6", "libevent-2.1.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libglog.so.1", "libglog.so")
+    loadAndCreateLink("libdwarf.so.1", "libdwarf.so")
+    loadAndCreateLink("libidn.so.11", "libidn.so")
+    loadAndCreateLink("libntlm.so.0", "libntlm.so")
+    loadAndCreateLink("libgsasl.so.7", "libgsasl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
+    loadAndCreateLink("libre2.so.0", "libre2.so")
+    loadAndCreateLink("libsodium.so.23", "libsodium.so")
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos9.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos9.scala
index 06fb25c8b0e4..92fd1f5c600c 100755
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos9.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderCentos9.scala
@@ -20,30 +20,32 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderCentos9 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libboost_atomic.so.1.84.0", "libboost_atomic.so", false)
-    loader.loadAndCreateLink("libboost_thread.so.1.84.0", "libboost_thread.so", false)
-    loader.loadAndCreateLink("libboost_system.so.1.84.0", "libboost_system.so", false)
-    loader.loadAndCreateLink("libicudata.so.67", "libicudata.so", false)
-    loader.loadAndCreateLink("libicuuc.so.67", "libicuuc.so", false)
-    loader.loadAndCreateLink("libicui18n.so.67", "libicui18n.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink(
-      "libboost_program_options.so.1.84.0",
-      "libboost_program_options.so",
-      false)
-    loader.loadAndCreateLink("libboost_filesystem.so.1.84.0", "libboost_filesystem.so", false)
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libglog.so.1", "libglog.so", false)
-    loader.loadAndCreateLink("libdwarf.so.0", "libdwarf.so", false)
-    loader.loadAndCreateLink("libidn.so.12", "libidn.so", false)
-    loader.loadAndCreateLink("libntlm.so.0", "libntlm.so", false)
-    loader.loadAndCreateLink("libgsasl.so.7", "libgsasl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
-    loader.loadAndCreateLink("libre2.so.9", "libre2.so", false)
-    loader.loadAndCreateLink("libsodium.so.23", "libsodium.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libboost_atomic.so.1.84.0", "libboost_atomic.so")
+    loadAndCreateLink("libboost_thread.so.1.84.0", "libboost_thread.so")
+    loadAndCreateLink("libboost_system.so.1.84.0", "libboost_system.so")
+    loadAndCreateLink("libicudata.so.67", "libicudata.so")
+    loadAndCreateLink("libicuuc.so.67", "libicuuc.so")
+    loadAndCreateLink("libicui18n.so.67", "libicui18n.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libboost_program_options.so.1.84.0", "libboost_program_options.so")
+    loadAndCreateLink("libboost_filesystem.so.1.84.0", "libboost_filesystem.so")
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so")
+    loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libglog.so.1", "libglog.so")
+    loadAndCreateLink("libdwarf.so.0", "libdwarf.so")
+    loadAndCreateLink("libidn.so.12", "libidn.so")
+    loadAndCreateLink("libntlm.so.0", "libntlm.so")
+    loadAndCreateLink("libgsasl.so.7", "libgsasl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
+    loadAndCreateLink("libre2.so.9", "libre2.so")
+    loadAndCreateLink("libsodium.so.23", "libsodium.so")
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian11.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian11.scala
index a300cc5b9d05..3aebb725bf39 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian11.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian11.scala
@@ -20,30 +20,35 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderDebian11 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libicudata.so.67", "libicudata.so", false)
-    loader.loadAndCreateLink("libre2.so.9", "libre2.so", false)
-    loader.loadAndCreateLink("libicuuc.so.67", "libicuuc.so", false)
-    loader.loadAndCreateLink("liblber-2.4.so.2", "liblber-2.4.so", false)
-    loader.loadAndCreateLink("libsasl2.so.2", "libsasl2.so", false)
-    loader.loadAndCreateLink("libbrotlicommon.so.1", "libbrotlicommon.so", false)
-    loader.loadAndCreateLink("libicui18n.so.67", "libicui18n.so", false)
-    loader.loadAndCreateLink("libunwind.so.8", "libunwind.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so", false)
-    loader.loadAndCreateLink("librtmp.so.1", "librtmp.so", false)
-    loader.loadAndCreateLink("libssh2.so.1", "libssh2.so", false)
-    loader.loadAndCreateLink("libpsl.so.5", "libpsl.so", false)
-    loader.loadAndCreateLink("libldap_r-2.4.so.2", "libldap_r-2.4.so", false)
-    loader.loadAndCreateLink("libbrotlidec.so.1", "libbrotlidec.so", false)
-    loader.loadAndCreateLink("libthrift-0.13.0.so", "libthrift.so", false)
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libglog.so.0", "libglog.so", false)
-    loader.loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so", false)
-    loader.loadAndCreateLink("libsnappy.so.1", "libsnappy.so", false)
-    loader.loadAndCreateLink("libcurl.so.4", "libcurl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libicudata.so.67", "libicudata.so")
+    loadAndCreateLink("libre2.so.9", "libre2.so")
+    loadAndCreateLink("libicuuc.so.67", "libicuuc.so")
+    loadAndCreateLink("liblber-2.4.so.2", "liblber-2.4.so")
+    loadAndCreateLink("libsasl2.so.2", "libsasl2.so")
+    loadAndCreateLink("libbrotlicommon.so.1", "libbrotlicommon.so")
+    loadAndCreateLink("libicui18n.so.67", "libicui18n.so")
+    loadAndCreateLink("libunwind.so.8", "libunwind.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so")
+    loadAndCreateLink("librtmp.so.1", "librtmp.so")
+    loadAndCreateLink("libssh2.so.1", "libssh2.so")
+    loadAndCreateLink("libpsl.so.5", "libpsl.so")
+    loadAndCreateLink("libldap_r-2.4.so.2", "libldap_r-2.4.so")
+    loadAndCreateLink("libbrotlidec.so.1", "libbrotlidec.so")
+    loadAndCreateLink("libthrift-0.13.0.so", "libthrift.so")
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so")
+    loadAndCreateLink("libglog.so.0", "libglog.so")
+    loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so")
+    loadAndCreateLink("libsnappy.so.1", "libsnappy.so")
+    loadAndCreateLink("libcurl.so.4", "libcurl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian12.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian12.scala
index 8e24ef0bad52..80b20129f364 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian12.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderDebian12.scala
@@ -20,36 +20,41 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderDebian12 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libcrypto.so.3", "libcrypto.so", false)
-    loader.loadAndCreateLink("libkrb5support.so.0", "libkrb5support.so", false)
-    loader.loadAndCreateLink("libssl.so.3", "libssl.so", false)
-    loader.loadAndCreateLink("libicudata.so.72", "libicudata.so", false)
-    loader.loadAndCreateLink("libk5crypto.so.3", "libk5crypto.so", false)
-    loader.loadAndCreateLink("libkeyutils.so.1", "libkeyutils.so", false)
-    loader.loadAndCreateLink("libsnappy.so.1", "libsnappy.so", false)
-    loader.loadAndCreateLink("libthrift-0.17.0.so", "libthrift.so", false)
-    loader.loadAndCreateLink("libicuuc.so.72", "libicuuc.so", false)
-    loader.loadAndCreateLink("libkrb5.so.3", "libkrb5.so", false)
-    loader.loadAndCreateLink("liblber-2.5.so.0", "liblber-2.4.so", false)
-    loader.loadAndCreateLink("libsasl2.so.2", "libsasl2.so", false)
-    loader.loadAndCreateLink("libbrotlicommon.so.1", "libbrotlicommon.so", false)
-    loader.loadAndCreateLink("libicui18n.so.72", "libicui18n.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libunwind.so.8", "libunwind.so", false)
-    loader.loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so", false)
-    loader.loadAndCreateLink("librtmp.so.1", "librtmp.so", false)
-    loader.loadAndCreateLink("libssh2.so.1", "libssh2.so", false)
-    loader.loadAndCreateLink("libpsl.so.5", "libpsl.so", false)
-    loader.loadAndCreateLink("libgssapi_krb5.so.2", "libgssapi_krb5.so", false)
-    loader.loadAndCreateLink("libldap-2.5.so.0", "libldap_r-2.4.so", false)
-    loader.loadAndCreateLink("libbrotlidec.so.1", "libbrotlidec.so", false)
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libglog.so.1", "libglog.so", false)
-    loader.loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so", false)
-    loader.loadAndCreateLink("libcurl.so.4", "libcurl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libcrypto.so.3", "libcrypto.so")
+    loadAndCreateLink("libkrb5support.so.0", "libkrb5support.so")
+    loadAndCreateLink("libssl.so.3", "libssl.so")
+    loadAndCreateLink("libicudata.so.72", "libicudata.so")
+    loadAndCreateLink("libk5crypto.so.3", "libk5crypto.so")
+    loadAndCreateLink("libkeyutils.so.1", "libkeyutils.so")
+    loadAndCreateLink("libsnappy.so.1", "libsnappy.so")
+    loadAndCreateLink("libthrift-0.17.0.so", "libthrift.so")
+    loadAndCreateLink("libicuuc.so.72", "libicuuc.so")
+    loadAndCreateLink("libkrb5.so.3", "libkrb5.so")
+    loadAndCreateLink("liblber-2.5.so.0", "liblber-2.4.so")
+    loadAndCreateLink("libsasl2.so.2", "libsasl2.so")
+    loadAndCreateLink("libbrotlicommon.so.1", "libbrotlicommon.so")
+    loadAndCreateLink("libicui18n.so.72", "libicui18n.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libunwind.so.8", "libunwind.so")
+    loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so")
+    loadAndCreateLink("librtmp.so.1", "librtmp.so")
+    loadAndCreateLink("libssh2.so.1", "libssh2.so")
+    loadAndCreateLink("libpsl.so.5", "libpsl.so")
+    loadAndCreateLink("libgssapi_krb5.so.2", "libgssapi_krb5.so")
+    loadAndCreateLink("libldap-2.5.so.0", "libldap_r-2.4.so")
+    loadAndCreateLink("libbrotlidec.so.1", "libbrotlidec.so")
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so")
+    loadAndCreateLink("libglog.so.1", "libglog.so")
+    loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so")
+    loadAndCreateLink("libcurl.so.4", "libcurl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2004.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2004.scala
index a03a0a7e87c8..150eae6a1cdf 100755
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2004.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2004.scala
@@ -20,46 +20,51 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderUbuntu2004 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libroken.so.18", "libroken.so", false)
-    loader.loadAndCreateLink("libasn1.so.8", "libasn1.so", false)
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink("libbrotlicommon.so.1", "libbrotlicommon.so", false)
-    loader.loadAndCreateLink("libbrotlidec.so.1", "libbrotlidec.so", false)
-    loader.loadAndCreateLink("libpsl.so.5", "libpsl.so", false)
-    loader.loadAndCreateLink("libcrypto.so.1.1", "libcrypto.so", false)
-    loader.loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so", false)
-    loader.loadAndCreateLink("libnettle.so.7", "libnettle.so", false)
-    loader.loadAndCreateLink("libhogweed.so.5", "libhogweed.so", false)
-    loader.loadAndCreateLink("librtmp.so.1", "librtmp.so", false)
-    loader.loadAndCreateLink("libssh.so.4", "libssh.so", false)
-    loader.loadAndCreateLink("libssl.so.1.1", "libssl.so", false)
-    loader.loadAndCreateLink("liblber-2.4.so.2", "liblber-2.4.so", false)
-    loader.loadAndCreateLink("libsasl2.so.2", "libsasl2.so", false)
-    loader.loadAndCreateLink("libwind.so.0", "libwind.so", false)
-    loader.loadAndCreateLink("libheimbase.so.1", "libheimbase.so", false)
-    loader.loadAndCreateLink("libhcrypto.so.4", "libhcrypto.so", false)
-    loader.loadAndCreateLink("libhx509.so.5", "libhx509.so", false)
-    loader.loadAndCreateLink("libkrb5.so.26", "libkrb5.so", false)
-    loader.loadAndCreateLink("libheimntlm.so.0", "libheimntlm.so", false)
-    loader.loadAndCreateLink("libgssapi.so.3", "libgssapi.so", false)
-    loader.loadAndCreateLink("libldap_r-2.4.so.2", "libldap_r-2.4.so", false)
-    loader.loadAndCreateLink("libcurl.so.4", "libcurl.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libunwind.so.8", "libunwind.so", false)
-    loader.loadAndCreateLink("libglog.so.0", "libglog.so", false)
-    loader.loadAndCreateLink("libidn.so.11", "libidn.so", false)
-    loader.loadAndCreateLink("libntlm.so.0", "libntlm.so", false)
-    loader.loadAndCreateLink("libgsasl.so.7", "libgsasl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libicudata.so.66", "libicudata.so", false)
-    loader.loadAndCreateLink("libicuuc.so.66", "libicuuc.so", false)
-    loader.loadAndCreateLink("libxml2.so.2", "libxml2.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
-    loader.loadAndCreateLink("libre2.so.5", "libre2.so", false)
-    loader.loadAndCreateLink("libsnappy.so.1", "libsnappy.so", false)
-    loader.loadAndCreateLink("libthrift-0.13.0.so", "libthrift.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libroken.so.18", "libroken.so")
+    loadAndCreateLink("libasn1.so.8", "libasn1.so")
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libbrotlicommon.so.1", "libbrotlicommon.so")
+    loadAndCreateLink("libbrotlidec.so.1", "libbrotlidec.so")
+    loadAndCreateLink("libpsl.so.5", "libpsl.so")
+    loadAndCreateLink("libcrypto.so.1.1", "libcrypto.so")
+    loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so")
+    loadAndCreateLink("libnettle.so.7", "libnettle.so")
+    loadAndCreateLink("libhogweed.so.5", "libhogweed.so")
+    loadAndCreateLink("librtmp.so.1", "librtmp.so")
+    loadAndCreateLink("libssh.so.4", "libssh.so")
+    loadAndCreateLink("libssl.so.1.1", "libssl.so")
+    loadAndCreateLink("liblber-2.4.so.2", "liblber-2.4.so")
+    loadAndCreateLink("libsasl2.so.2", "libsasl2.so")
+    loadAndCreateLink("libwind.so.0", "libwind.so")
+    loadAndCreateLink("libheimbase.so.1", "libheimbase.so")
+    loadAndCreateLink("libhcrypto.so.4", "libhcrypto.so")
+    loadAndCreateLink("libhx509.so.5", "libhx509.so")
+    loadAndCreateLink("libkrb5.so.26", "libkrb5.so")
+    loadAndCreateLink("libheimntlm.so.0", "libheimntlm.so")
+    loadAndCreateLink("libgssapi.so.3", "libgssapi.so")
+    loadAndCreateLink("libldap_r-2.4.so.2", "libldap_r-2.4.so")
+    loadAndCreateLink("libcurl.so.4", "libcurl.so")
+    loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so")
+    loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libunwind.so.8", "libunwind.so")
+    loadAndCreateLink("libglog.so.0", "libglog.so")
+    loadAndCreateLink("libidn.so.11", "libidn.so")
+    loadAndCreateLink("libntlm.so.0", "libntlm.so")
+    loadAndCreateLink("libgsasl.so.7", "libgsasl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libicudata.so.66", "libicudata.so")
+    loadAndCreateLink("libicuuc.so.66", "libicuuc.so")
+    loadAndCreateLink("libxml2.so.2", "libxml2.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
+    loadAndCreateLink("libre2.so.5", "libre2.so")
+    loadAndCreateLink("libsnappy.so.1", "libsnappy.so")
+    loadAndCreateLink("libthrift-0.13.0.so", "libthrift.so")
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2204.scala b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2204.scala
index 4bb2b59b33ea..7183f13ddb02 100755
--- a/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2204.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/utils/SharedLibraryLoaderUbuntu2204.scala
@@ -20,31 +20,36 @@ import org.apache.gluten.vectorized.JniLibLoader
 
 class SharedLibraryLoaderUbuntu2204 extends SharedLibraryLoader {
   override def loadLib(loader: JniLibLoader): Unit = {
-    loader.loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so", false)
-    loader.loadAndCreateLink("libicudata.so.70", "libicudata.so", false)
-    loader.loadAndCreateLink("libicuuc.so.70", "libicuuc.so", false)
-    loader.loadAndCreateLink("libicui18n.so.70", "libicui18n.so", false)
-    loader.loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so", false)
-    loader.loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so", false)
-    loader.loadAndCreateLink("librtmp.so.1", "librtmp.so", false)
-    loader.loadAndCreateLink("libssh.so.4", "libssh.so", false)
-    loader.loadAndCreateLink("libsasl2.so.2", "libsasl2.so", false)
-    loader.loadAndCreateLink("liblber-2.5.so.0", "liblber-2.5.so", false)
-    loader.loadAndCreateLink("libldap-2.5.so.0", "libldap-2.5.so", false)
-    loader.loadAndCreateLink("libcurl.so.4", "libcurl.so", false)
-    loader.loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so", false)
-    loader.loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so", false)
-    loader.loadAndCreateLink("libgflags.so.2.2", "libgflags.so", false)
-    loader.loadAndCreateLink("libunwind.so.8", "libunwind.so", false)
-    loader.loadAndCreateLink("libglog.so.0", "libglog.so", false)
-    loader.loadAndCreateLink("libidn.so.12", "libidn.so", false)
-    loader.loadAndCreateLink("libntlm.so.0", "libntlm.so", false)
-    loader.loadAndCreateLink("libgsasl.so.7", "libgsasl.so", false)
-    loader.loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so", false)
-    loader.loadAndCreateLink("libxml2.so.2", "libxml2.so", false)
-    loader.loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so", false)
-    loader.loadAndCreateLink("libre2.so.9", "libre2.so", false)
-    loader.loadAndCreateLink("libsnappy.so.1", "libsnappy.so", false)
-    loader.loadAndCreateLink("libthrift-0.16.0.so", "libthrift.so", false)
+    def loadAndCreateLink(libName: String, linkName: String): Unit = {
+      val mapLibName = System.mapLibraryName(libName)
+      loader.loadAndCreateLink(mapLibName, linkName, false)
+    }
+
+    loadAndCreateLink("libboost_context.so.1.84.0", "libboost_context.so")
+    loadAndCreateLink("libicudata.so.70", "libicudata.so")
+    loadAndCreateLink("libicuuc.so.70", "libicuuc.so")
+    loadAndCreateLink("libicui18n.so.70", "libicui18n.so")
+    loadAndCreateLink("libboost_regex.so.1.84.0", "libboost_regex.so")
+    loadAndCreateLink("libnghttp2.so.14", "libnghttp2.so")
+    loadAndCreateLink("librtmp.so.1", "librtmp.so")
+    loadAndCreateLink("libssh.so.4", "libssh.so")
+    loadAndCreateLink("libsasl2.so.2", "libsasl2.so")
+    loadAndCreateLink("liblber-2.5.so.0", "liblber-2.5.so")
+    loadAndCreateLink("libldap-2.5.so.0", "libldap-2.5.so")
+    loadAndCreateLink("libcurl.so.4", "libcurl.so")
+    loadAndCreateLink("libdouble-conversion.so.3", "libdouble-conversion.so")
+    loadAndCreateLink("libevent-2.1.so.7", "libevent-2.1.so")
+    loadAndCreateLink("libgflags.so.2.2", "libgflags.so")
+    loadAndCreateLink("libunwind.so.8", "libunwind.so")
+    loadAndCreateLink("libglog.so.0", "libglog.so")
+    loadAndCreateLink("libidn.so.12", "libidn.so")
+    loadAndCreateLink("libntlm.so.0", "libntlm.so")
+    loadAndCreateLink("libgsasl.so.7", "libgsasl.so")
+    loadAndCreateLink("libprotobuf.so.32", "libprotobuf.so")
+    loadAndCreateLink("libxml2.so.2", "libxml2.so")
+    loadAndCreateLink("libhdfs3.so.1", "libhdfs3.so")
+    loadAndCreateLink("libre2.so.9", "libre2.so")
+    loadAndCreateLink("libsnappy.so.1", "libsnappy.so")
+    loadAndCreateLink("libthrift-0.16.0.so", "libthrift.so")
   }
 }
diff --git a/dev/buildbundle-veloxbe.sh b/dev/buildbundle-veloxbe.sh
index eaa82730bb25..8515f7b12db7 100755
--- a/dev/buildbundle-veloxbe.sh
+++ b/dev/buildbundle-veloxbe.sh
@@ -8,8 +8,21 @@ function build_for_spark {
   mvn clean package -Pbackends-velox -Pceleborn -Puniffle -Pspark-$spark_version -DskipTests
 }
 
+function check_supported {
+  PLATFORM=$(mvn help:evaluate -Dexpression=platform -q -DforceStdout)
+  ARCH=$(mvn help:evaluate -Dexpression=arch -q -DforceStdout)
+  if [ "$PLATFORM" == "null object or invalid expression" ] || [ "$ARCH" == "null object or invalid expression" ]; then
+    OS_NAME=$(mvn help:evaluate -Dexpression=os.name -q -DforceStdout)
+    OS_ARCH=$(mvn help:evaluate -Dexpression=os.arch -q -DforceStdout)
+    echo "$OS_NAME-$OS_ARCH is not supported by current Gluten build."
+    exit 1
+  fi
+}
+
 cd $GLUTEN_DIR
 
+check_supported
+
 # SPARK_VERSION is defined in builddeps-veloxbe.sh
 if [ "$SPARK_VERSION" = "ALL" ]; then
   for spark_version in 3.2 3.3 3.4 3.5
diff --git a/gluten-substrait/src/main/java/org/apache/gluten/vectorized/JniLibLoader.java b/gluten-substrait/src/main/java/org/apache/gluten/vectorized/JniLibLoader.java
index 37cd29649c5c..7ca246a8454b 100644
--- a/gluten-substrait/src/main/java/org/apache/gluten/vectorized/JniLibLoader.java
+++ b/gluten-substrait/src/main/java/org/apache/gluten/vectorized/JniLibLoader.java
@@ -158,44 +158,33 @@ public static void unloadFromPath(String libPath) {
     }
   }
 
-  public void mapAndLoad(String unmappedLibName, boolean requireUnload) {
+  public void load(String libPath, boolean requireUnload) {
     synchronized (loadedLibraries) {
       try {
-        final String mappedLibName = System.mapLibraryName(unmappedLibName);
-        load(mappedLibName, requireUnload);
-      } catch (Exception e) {
-        throw new GlutenException(e);
-      }
-    }
-  }
-
-  public void load(String libName, boolean requireUnload) {
-    synchronized (loadedLibraries) {
-      try {
-        if (loadedLibraries.contains(libName)) {
-          LOG.debug("Library {} has already been loaded, skipping", libName);
+        if (loadedLibraries.contains(libPath)) {
+          LOG.debug("Library {} has already been loaded, skipping", libPath);
           return;
         }
-        File file = moveToWorkDir(workDir, libName);
+        File file = moveToWorkDir(workDir, libPath);
         loadWithLink(file.getAbsolutePath(), null, requireUnload);
-        loadedLibraries.add(libName);
-        LOG.info("Successfully loaded library {}", libName);
+        loadedLibraries.add(libPath);
+        LOG.info("Successfully loaded library {}", libPath);
       } catch (IOException e) {
         throw new GlutenException(e);
       }
     }
   }
 
-  public void loadAndCreateLink(String libName, String linkName, boolean requireUnload) {
+  public void loadAndCreateLink(String libPath, String linkName, boolean requireUnload) {
     synchronized (loadedLibraries) {
       try {
-        if (loadedLibraries.contains(libName)) {
-          LOG.debug("Library {} has already been loaded, skipping", libName);
+        if (loadedLibraries.contains(libPath)) {
+          LOG.debug("Library {} has already been loaded, skipping", libPath);
         }
-        File file = moveToWorkDir(workDir, System.mapLibraryName(libName));
+        File file = moveToWorkDir(workDir, libPath);
         loadWithLink(file.getAbsolutePath(), linkName, requireUnload);
-        loadedLibraries.add(libName);
-        LOG.info("Successfully loaded library {}", libName);
+        loadedLibraries.add(libPath);
+        LOG.info("Successfully loaded library {}", libPath);
       } catch (IOException e) {
         throw new GlutenException(e);
       }
@@ -209,6 +198,9 @@ private File moveToWorkDir(String workDir, String libraryToLoad) throws IOExcept
       Files.delete(libPath);
     }
     final File temp = new File(workDir + "/" + libraryToLoad);
+    if (!temp.getParentFile().exists()) {
+      temp.getParentFile().mkdirs();
+    }
     try (InputStream is = JniLibLoader.class.getClassLoader().getResourceAsStream(libraryToLoad)) {
       if (is == null) {
         throw new FileNotFoundException(libraryToLoad);
diff --git a/pom.xml b/pom.xml
index f5fd01d12232..6a7204a01189 100644
--- a/pom.xml
+++ b/pom.xml
@@ -512,6 +512,60 @@
         </plugins>
       </build>
     </profile>
+
+    <!-- Profiles for different platforms -->
+    <profile>
+      <id>Darwin-x86</id>
+      <activation>
+        <os>
+          <family>mac</family>
+          <arch>x86</arch>
+        </os>
+      </activation>
+      <properties>
+        <platform>darwin</platform>
+        <arch>x86_64</arch>
+      </properties>
+    </profile>
+    <profile>
+      <id>Darwin-aarch64</id>
+      <activation>
+        <os>
+          <family>mac</family>
+          <arch>aarch64</arch>
+        </os>
+      </activation>
+      <properties>
+        <platform>darwin</platform>
+        <arch>aarch64</arch>
+      </properties>
+    </profile>
+    <profile>
+      <id>Linux-amd64</id>
+      <activation>
+        <os>
+          <family>Linux</family>
+          <arch>amd64</arch>
+        </os>
+      </activation>
+      <properties>
+        <platform>linux</platform>
+        <arch>amd64</arch>
+      </properties>
+    </profile>
+    <profile>
+      <id>Linux-aarch64</id>
+      <activation>
+        <os>
+          <family>Linux</family>
+          <arch>aarch64</arch>
+        </os>
+      </activation>
+      <properties>
+        <platform>linux</platform>
+        <arch>aarch64</arch>
+      </properties>
+    </profile>
   </profiles>
 
   <dependencyManagement>