diff --git a/dev/dependencyList b/dev/dependencyList
index 9ffefe930..8a3287471 100644
--- a/dev/dependencyList
+++ b/dev/dependencyList
@@ -129,7 +129,9 @@ log4j-core/2.24.3//log4j-core-2.24.3.jar
 log4j-layout-template-json/2.24.3//log4j-layout-template-json-2.24.3.jar
 log4j-slf4j-impl/2.24.3//log4j-slf4j-impl-2.24.3.jar
 logging-interceptor/3.12.12//logging-interceptor-3.12.12.jar
+metrics-annotation/4.2.26//metrics-annotation-4.2.26.jar
 metrics-core/4.2.26//metrics-core-4.2.26.jar
+metrics-jetty9/4.2.26//metrics-jetty9-4.2.26.jar
 metrics-jmx/4.2.26//metrics-jmx-4.2.26.jar
 metrics-json/4.2.26//metrics-json-4.2.26.jar
 metrics-jvm/4.2.26//metrics-jvm-4.2.26.jar
diff --git a/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsConstants.scala b/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsConstants.scala
index 40f8b7c39..4afd7246e 100644
--- a/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsConstants.scala
+++ b/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsConstants.scala
@@ -95,4 +95,7 @@ object MetricsConstants {
   final val METADATA_REQUEST_TOTAL = METADATA_REQUEST + "total"
   final val METADATA_REQUEST_FAIL = METADATA_REQUEST + "failed"
   final val METADATA_REQUEST_RETRYING = METADATA_REQUEST + "retrying"
+
+  final private val JETTY = KYUUBI + "jetty."
+  final val JETTY_API_V1 = JETTY + "api.v1"
 }
diff --git a/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsSystem.scala b/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsSystem.scala
index 6df0713bb..e1ac527c0 100644
--- a/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsSystem.scala
+++ b/kyuubi-metrics/src/main/scala/org/apache/kyuubi/metrics/MetricsSystem.scala
@@ -105,6 +105,8 @@ object MetricsSystem {
 
   @volatile private var maybeSystem: Option[MetricsSystem] = None
 
+  private[kyuubi] def getMetricsRegistry: Option[MetricRegistry] = maybeSystem.map(_.registry)
+
   def tracing[T](func: MetricsSystem => T): Unit = {
     maybeSystem.foreach(func(_))
   }
diff --git a/kyuubi-server/pom.xml b/kyuubi-server/pom.xml
index 638dcbda6..303d14410 100644
--- a/kyuubi-server/pom.xml
+++ b/kyuubi-server/pom.xml
@@ -218,6 +218,11 @@
             <artifactId>jetty-proxy</artifactId>
         </dependency>
 
+        <dependency>
+            <groupId>io.dropwizard.metrics</groupId>
+            <artifactId>metrics-jetty9</artifactId>
+        </dependency>
+
         <dependency>
             <groupId>org.glassfish.jersey.test-framework</groupId>
             <artifactId>jersey-test-framework-core</artifactId>
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/KyuubiRestFrontendService.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/KyuubiRestFrontendService.scala
index b93dcf7b5..7fa111c7f 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/KyuubiRestFrontendService.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/KyuubiRestFrontendService.scala
@@ -31,8 +31,8 @@ import org.eclipse.jetty.servlet.{ErrorPageErrorHandler, FilterHolder}
 import org.apache.kyuubi.{KyuubiException, Utils}
 import org.apache.kyuubi.config.KyuubiConf
 import org.apache.kyuubi.config.KyuubiConf._
+import org.apache.kyuubi.metrics.{MetricsConstants, MetricsSystem}
 import org.apache.kyuubi.metrics.MetricsConstants.OPERATION_BATCH_PENDING_MAX_ELAPSE
-import org.apache.kyuubi.metrics.MetricsSystem
 import org.apache.kyuubi.server.api.v1.ApiRootResource
 import org.apache.kyuubi.server.http.authentication.{AuthenticationFilter, KyuubiHttpAuthenticationFactory}
 import org.apache.kyuubi.server.ui.{JettyServer, JettyUtils}
@@ -118,7 +118,9 @@ class KyuubiRestFrontendService(override val serverable: Serverable)
     val holder = new FilterHolder(new AuthenticationFilter(conf))
     contextHandler.addFilter(holder, "/v1/*", EnumSet.allOf(classOf[DispatcherType]))
     val authenticationFactory = new KyuubiHttpAuthenticationFactory(conf)
-    server.addHandler(authenticationFactory.httpHandlerWrapperFactory.wrapHandler(contextHandler))
+    server.addHandler(authenticationFactory.httpHandlerWrapperFactory.wrapHandler(
+      contextHandler,
+      Some(MetricsConstants.JETTY_API_V1)))
 
     val proxyHandler = ApiRootResource.getEngineUIProxyHandler(this)
     server.addHandler(authenticationFactory.httpHandlerWrapperFactory.wrapHandler(proxyHandler))
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/http/authentication/KyuubiHttpAuthenticationFactory.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/http/authentication/KyuubiHttpAuthenticationFactory.scala
index ee8dd3989..24fa52b01 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/http/authentication/KyuubiHttpAuthenticationFactory.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/http/authentication/KyuubiHttpAuthenticationFactory.scala
@@ -20,6 +20,7 @@ package org.apache.kyuubi.server.http.authentication
 import java.security.PrivilegedAction
 import javax.servlet.http.{HttpServletRequest, HttpServletResponse}
 
+import com.codahale.metrics.jetty9.InstrumentedHandler
 import org.apache.hadoop.security.UserGroupInformation
 import org.eclipse.jetty.server.{Handler, Request}
 import org.eclipse.jetty.server.handler.HandlerWrapper
@@ -44,8 +45,8 @@ class KyuubiHttpAuthenticationFactory(conf: KyuubiConf) {
     new HttpHandlerWrapperFactory(ugi, kerberosEnabled)
 
   class HttpHandlerWrapperFactory(ugi: UserGroupInformation, kerberosEnabled: Boolean) {
-    def wrapHandler(handler: Handler): HandlerWrapper = {
-      new HandlerWrapper {
+    def wrapHandler(handler: Handler, metricPrefix: Option[String] = None): HandlerWrapper = {
+      val handlerWrapper = new HandlerWrapper {
         _handler = handler
 
         override def handle(
@@ -91,6 +92,14 @@ class KyuubiHttpAuthenticationFactory(conf: KyuubiConf) {
           handler.start()
         }
       }
+
+      (MetricsSystem.getMetricsRegistry, metricPrefix) match {
+        case (Some(metricRegistry), Some(prefix)) =>
+          val instrumentedHandler = new InstrumentedHandler(metricRegistry, prefix)
+          instrumentedHandler.setHandler(handlerWrapper)
+          instrumentedHandler
+        case _ => handlerWrapper
+      }
     }
   }
 }
diff --git a/pom.xml b/pom.xml
index 05283418a..17f237140 100644
--- a/pom.xml
+++ b/pom.xml
@@ -693,6 +693,12 @@
                 <version>${codahale.metrics.version}</version>
             </dependency>
 
+            <dependency>
+                <groupId>io.dropwizard.metrics</groupId>
+                <artifactId>metrics-jetty9</artifactId>
+                <version>${codahale.metrics.version}</version>
+            </dependency>
+
             <dependency>
                 <groupId>com.fasterxml.jackson.core</groupId>
                 <artifactId>jackson-annotations</artifactId>