diff --git a/externals/kyuubi-hive-sql-engine/pom.xml b/externals/kyuubi-hive-sql-engine/pom.xml
index caed7e27c37..89f2395f043 100644
--- a/externals/kyuubi-hive-sql-engine/pom.xml
+++ b/externals/kyuubi-hive-sql-engine/pom.xml
@@ -50,18 +50,6 @@
             <version>${project.version}</version>
         </dependency>
 
-        <dependency>
-            <groupId>org.apache.hive</groupId>
-            <artifactId>hive-service-rpc</artifactId>
-            <scope>provided</scope>
-        </dependency>
-
-        <dependency>
-            <groupId>org.apache.thrift</groupId>
-            <artifactId>libfb303</artifactId>
-            <scope>provided</scope>
-        </dependency>
-
         <dependency>
             <groupId>com.google.code.findbugs</groupId>
             <artifactId>jsr305</artifactId>
@@ -73,12 +61,6 @@
             <artifactId>commons-collections</artifactId>
         </dependency>
 
-        <dependency>
-            <groupId>org.apache.thrift</groupId>
-            <artifactId>libthrift</artifactId>
-            <scope>provided</scope>
-        </dependency>
-
         <dependency>
             <groupId>com.google.guava</groupId>
             <artifactId>failureaccess</artifactId>
@@ -206,6 +188,18 @@
                             </excludes>
                         </filter>
                     </filters>
+                    <relocations>
+                        <relocation>
+                            <pattern>com.fasterxml.jackson</pattern>
+                            <shadedPattern>${kyuubi.shade.packageName}.com.fasterxml.jackson</shadedPattern>
+                            <includes>
+                                <include>com.fasterxml.jackson.**</include>
+                            </includes>
+                        </relocation>
+                    </relocations>
+                    <transformers>
+                        <transformer implementation="org.apache.maven.plugins.shade.resource.ServicesResourceTransformer"></transformer>
+                    </transformers>
                 </configuration>
                 <executions>
                     <execution>
diff --git a/externals/kyuubi-hive-sql-engine/src/main/scala/org/apache/kyuubi/engine/hive/session/HiveSessionManager.scala b/externals/kyuubi-hive-sql-engine/src/main/scala/org/apache/kyuubi/engine/hive/session/HiveSessionManager.scala
index d09912770cc..da6879d7ecc 100644
--- a/externals/kyuubi-hive-sql-engine/src/main/scala/org/apache/kyuubi/engine/hive/session/HiveSessionManager.scala
+++ b/externals/kyuubi-hive-sql-engine/src/main/scala/org/apache/kyuubi/engine/hive/session/HiveSessionManager.scala
@@ -18,6 +18,7 @@
 package org.apache.kyuubi.engine.hive.session
 
 import java.io.File
+import java.util.{List => JList}
 import java.util.concurrent.Future
 
 import scala.collection.JavaConverters._
@@ -34,6 +35,7 @@ import org.apache.kyuubi.engine.hive.HiveSQLEngine
 import org.apache.kyuubi.engine.hive.operation.HiveOperationManager
 import org.apache.kyuubi.operation.OperationManager
 import org.apache.kyuubi.session.{Session, SessionHandle, SessionManager}
+import org.apache.kyuubi.util.reflect.DynConstructors
 
 class HiveSessionManager(engine: HiveSQLEngine) extends SessionManager("HiveSessionManager") {
   override protected def isServer: Boolean = false
@@ -78,15 +80,37 @@ class HiveSessionManager(engine: HiveSQLEngine) extends SessionManager("HiveSess
       val sessionHandle =
         conf.get(KYUUBI_SESSION_HANDLE_KEY).map(SessionHandle.fromUUID).getOrElse(SessionHandle())
       val hive = {
-        val sessionWithUGI = new ImportedHiveSessionImpl(
-          new ImportedSessionHandle(sessionHandle.toTSessionHandle, protocol),
-          protocol,
-          user,
-          password,
-          HiveSQLEngine.hiveConf,
-          ipAddress,
-          null,
-          Seq(ipAddress).asJava)
+
+        val sessionWithUGI = DynConstructors.builder()
+          .impl( // for Hive 3.1
+            classOf[ImportedHiveSessionImpl],
+            classOf[ImportedSessionHandle],
+            classOf[TProtocolVersion],
+            classOf[String],
+            classOf[String],
+            classOf[HiveConf],
+            classOf[String],
+            classOf[String],
+            classOf[JList[String]])
+          .impl( // for Hive 2.3
+            classOf[ImportedHiveSessionImpl],
+            classOf[ImportedSessionHandle],
+            classOf[TProtocolVersion],
+            classOf[String],
+            classOf[String],
+            classOf[HiveConf],
+            classOf[String],
+            classOf[String])
+          .build[ImportedHiveSessionImpl]()
+          .newInstance(
+            new ImportedSessionHandle(sessionHandle.toTSessionHandle, protocol),
+            protocol,
+            user,
+            password,
+            HiveSQLEngine.hiveConf,
+            ipAddress,
+            null,
+            Seq(ipAddress).asJava)
         val proxy = HiveSessionProxy.getProxy(sessionWithUGI, sessionWithUGI.getSessionUgi)
         sessionWithUGI.setProxySession(proxy)
         proxy