diff --git a/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLHelper.scala b/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLHelper.scala
index 2d880a344..25b3e376a 100644
--- a/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLHelper.scala
+++ b/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLHelper.scala
@@ -18,9 +18,10 @@
 package org.apache.kyuubi.service.authentication
 
 import java.security.Security
+import java.util
 import java.util.Collections
 import javax.security.auth.callback.{Callback, CallbackHandler, NameCallback, PasswordCallback, UnsupportedCallbackException}
-import javax.security.sasl.AuthorizeCallback
+import javax.security.sasl.{AuthorizeCallback, Sasl}
 
 import org.apache.kyuubi.config.KyuubiConf
 import org.apache.kyuubi.service.authentication.AuthMethods.AuthMethod
@@ -79,17 +80,32 @@ object PlainSASLHelper {
       conf: KyuubiConf,
       transportFactory: Option[TSaslServerTransport.Factory] = None,
       isServer: Boolean = true): TTransportFactory = {
-    val saslFactory = transportFactory.getOrElse(new TSaslServerTransport.Factory())
-    try {
-      val handler = new PlainServerCallbackHandler(authTypeStr, conf, isServer)
-      val props = new java.util.HashMap[String, String]
-      saslFactory.addServerDefinition("PLAIN", authTypeStr, null, props, handler)
-    } catch {
-      case e: NoSuchElementException =>
-        throw new IllegalArgumentException(
-          s"Illegal authentication type $authTypeStr for plain transport",
-          e)
+    val handler =
+      try {
+        new PlainServerCallbackHandler(authTypeStr, conf, isServer)
+      } catch {
+        case _: NoSuchElementException =>
+          throw new IllegalArgumentException(
+            s"Illegal authentication type $authTypeStr for plain transport")
+      }
+    val saslFactory = transportFactory.getOrElse {
+      val _factory = new TSaslServerTransport.Factory()
+      _factory.setSaslServerFactory { d =>
+        if (d.mechanism == "PLAIN") {
+          // [KYUUBI #7142]: There may be multiple SaslServer classes registered for PLAIN
+          // mechanism, we should not use JDK Sasl.createSaslServer to avoid picking up the
+          // unexpected SaslServer implementation.
+          val kyuubiFactory = new PlainSASLServer.SaslPlainServerFactory()
+          kyuubiFactory.createSaslServer(d.mechanism, d.protocol, d.serverName, d.props, d.cbh)
+        } else {
+          Sasl.createSaslServer(d.mechanism, d.protocol, d.serverName, d.props, d.cbh)
+        }
+      }
+      _factory
     }
+    val props = new util.HashMap[String, String]
+    props.put("org.apache.kyuubi.service.name", if (isServer) "SERVER" else "ENGINE")
+    saslFactory.addServerDefinition("PLAIN", authTypeStr, null, props, handler)
     saslFactory
   }
 
diff --git a/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLServer.scala b/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLServer.scala
index 737a6d8cd..068b5b1d8 100644
--- a/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLServer.scala
+++ b/kyuubi-common/src/main/scala/org/apache/kyuubi/service/authentication/PlainSASLServer.scala
@@ -19,6 +19,7 @@ package org.apache.kyuubi.service.authentication
 
 import java.io.IOException
 import java.security.Provider
+import java.util
 import javax.security.auth.callback.{Callback, CallbackHandler, NameCallback, PasswordCallback, UnsupportedCallbackException}
 import javax.security.sasl.{AuthorizeCallback, SaslException, SaslServer, SaslServerFactory}
 
@@ -37,7 +38,7 @@ class PlainSASLServer(
     try {
       // parse the response
       // message = [authzid] UTF8NUL authcid UTF8NUL passwd'
-      val tokenList = new java.util.ArrayDeque[String]
+      val tokenList = new util.ArrayDeque[String]
       val messageToken: StringBuilder = new StringBuilder
       response.foreach {
         case 0 =>
@@ -109,9 +110,9 @@ object PlainSASLServer {
         mechanism: String,
         protocol: String,
         serverName: String,
-        props: java.util.Map[String, _],
+        props: util.Map[String, _],
         cbh: CallbackHandler): SaslServer = mechanism match {
-      case PLAIN_METHOD =>
+      case PLAIN_METHOD if props.containsKey("org.apache.kyuubi.service.name") =>
         try {
           new PlainSASLServer(cbh, AuthMethods.withName(protocol))
         } catch {
@@ -121,7 +122,7 @@ object PlainSASLServer {
       case _ => null
     }
 
-    override def getMechanismNames(props: java.util.Map[String, _]): Array[String] = {
+    override def getMechanismNames(props: util.Map[String, _]): Array[String] = {
       Array(PLAIN_METHOD)
     }
   }
diff --git a/kyuubi-common/src/test/scala/org/apache/kyuubi/service/authentication/PlainSASLServerSuite.scala b/kyuubi-common/src/test/scala/org/apache/kyuubi/service/authentication/PlainSASLServerSuite.scala
index a7f4b9535..6e1a86a51 100644
--- a/kyuubi-common/src/test/scala/org/apache/kyuubi/service/authentication/PlainSASLServerSuite.scala
+++ b/kyuubi-common/src/test/scala/org/apache/kyuubi/service/authentication/PlainSASLServerSuite.scala
@@ -17,6 +17,7 @@
 
 package org.apache.kyuubi.service.authentication
 
+import java.util
 import java.util.Collections
 import javax.security.auth.callback.{Callback, CallbackHandler}
 import javax.security.sasl.{AuthorizeCallback, SaslException}
@@ -28,8 +29,10 @@ class PlainSASLServerSuite extends KyuubiFunSuite {
 
   test("SaslPlainServerFactory") {
     val plainServerFactory = new SaslPlainServerFactory()
-    val map = Collections.emptyMap[String, String]()
-    assert(plainServerFactory.getMechanismNames(map) ===
+    val invalidProps = Collections.emptyMap[String, String]()
+    val props = new util.HashMap[String, String]()
+    props.put("org.apache.kyuubi.service.name", "TEST")
+    assert(plainServerFactory.getMechanismNames(props) ===
       Array(PlainSASLServer.PLAIN_METHOD))
     val ch = new CallbackHandler {
       override def handle(callbacks: Array[Callback]): Unit = callbacks.foreach {
@@ -38,16 +41,23 @@ class PlainSASLServerSuite extends KyuubiFunSuite {
       }
     }
 
-    val s1 = plainServerFactory.createSaslServer("INVALID", "", "", map, ch)
+    val s1 = plainServerFactory.createSaslServer("INVALID", "", "", props, ch)
     assert(s1 === null)
-    val s2 = plainServerFactory.createSaslServer(PlainSASLServer.PLAIN_METHOD, "", "", map, ch)
+    val s2 = plainServerFactory.createSaslServer(PlainSASLServer.PLAIN_METHOD, "", "", props, ch)
     assert(s2 === null)
+    val s3 = plainServerFactory.createSaslServer(
+      PlainSASLServer.PLAIN_METHOD,
+      AuthMethods.NONE.toString,
+      "",
+      invalidProps,
+      ch)
+    assert(s3 === null)
 
     val server = plainServerFactory.createSaslServer(
       PlainSASLServer.PLAIN_METHOD,
       AuthMethods.NONE.toString,
       "KYUUBI",
-      map,
+      props,
       ch)
     assert(server.getMechanismName === PlainSASLServer.PLAIN_METHOD)
     assert(!server.isComplete)
@@ -78,7 +88,7 @@ class PlainSASLServerSuite extends KyuubiFunSuite {
       "PLAIN",
       "NONE",
       "KYUUBI",
-      map,
+      props,
       _ => {})
     val e6 = intercept[SaslException](server2.evaluateResponse(res4.map(_.toByte)))
     assert(e6.getMessage === "Error validating the login")
diff --git a/pom.xml b/pom.xml
index e3696c848..a1715243e 100644
--- a/pom.xml
+++ b/pom.xml
@@ -174,7 +174,7 @@
         <junit.version>4.13.2</junit.version>
         <kafka.version>3.5.2</kafka.version>
         <kubernetes-client.version>6.13.5</kubernetes-client.version>
-        <kyuubi-relocated.version>0.5.0</kyuubi-relocated.version>
+        <kyuubi-relocated.version>0.6.0</kyuubi-relocated.version>
         <kyuubi-relocated-zookeeper.artifacts>kyuubi-relocated-zookeeper-34</kyuubi-relocated-zookeeper.artifacts>
         <ldapsdk.version>6.0.5</ldapsdk.version>
         <log4j.version>2.24.3</log4j.version>