diff --git a/assets/grafana/celeborn-jvm-dashboard.json b/assets/grafana/celeborn-jvm-dashboard.json
index 4c20e5a0a4b..399832c3d62 100644
--- a/assets/grafana/celeborn-jvm-dashboard.json
+++ b/assets/grafana/celeborn-jvm-dashboard.json
@@ -1245,6 +1245,42 @@
           "legendFormat": "daemon_${baseLegend}",
           "range": true,
           "refId": "B"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "metrics_jvm_thread_peak_count_Value{instance=~\"${instance}\"}",
+          "hide": false,
+          "legendFormat": "peak_${baseLegend}",
+          "range": true,
+          "refId": "C"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "metrics_jvm_thread_total_started_count_Value{instance=~\"${instance}\"}",
+          "hide": false,
+          "legendFormat": "total_started_${baseLegend}",
+          "range": true,
+          "refId": "D"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "metrics_jvm_thread_deadlock_count_Value{instance=~\"${instance}\"}",
+          "hide": false,
+          "legendFormat": "deadlock_${baseLegend}",
+          "range": true,
+          "refId": "F"
         }
       ],
       "title": "Thread Counts",
@@ -1400,18 +1436,6 @@
           "legendFormat": "terminated_${baseLegend}",
           "range": true,
           "refId": "F"
-        },
-        {
-          "datasource": {
-            "type": "prometheus",
-            "uid": "${DS_PROMETHEUS}"
-          },
-          "editorMode": "code",
-          "expr": "metrics_jvm_thread_deadlock_count_Value{instance=~\"${instance}\"}",
-          "hide": false,
-          "legendFormat": "deadlock_${baseLegend}",
-          "range": true,
-          "refId": "G"
         }
       ],
       "title": "Thread States",
diff --git a/dev/deps/dependencies-client-flink-1.14 b/dev/deps/dependencies-client-flink-1.14
index 4c8551120e6..c0975af954a 100644
--- a/dev/deps/dependencies-client-flink-1.14
+++ b/dev/deps/dependencies-client-flink-1.14
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-flink-1.15 b/dev/deps/dependencies-client-flink-1.15
index 4c8551120e6..c0975af954a 100644
--- a/dev/deps/dependencies-client-flink-1.15
+++ b/dev/deps/dependencies-client-flink-1.15
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-flink-1.17 b/dev/deps/dependencies-client-flink-1.17
index 4c8551120e6..c0975af954a 100644
--- a/dev/deps/dependencies-client-flink-1.17
+++ b/dev/deps/dependencies-client-flink-1.17
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-flink-1.18 b/dev/deps/dependencies-client-flink-1.18
index 4c8551120e6..c0975af954a 100644
--- a/dev/deps/dependencies-client-flink-1.18
+++ b/dev/deps/dependencies-client-flink-1.18
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-flink-1.19 b/dev/deps/dependencies-client-flink-1.19
index 4c8551120e6..c0975af954a 100644
--- a/dev/deps/dependencies-client-flink-1.19
+++ b/dev/deps/dependencies-client-flink-1.19
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-mr b/dev/deps/dependencies-client-mr
index 350bae051fe..f83acb29fe8 100644
--- a/dev/deps/dependencies-client-mr
+++ b/dev/deps/dependencies-client-mr
@@ -136,9 +136,9 @@ kotlin-stdlib/1.4.10//kotlin-stdlib-1.4.10.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 mssql-jdbc/6.2.1.jre7//mssql-jdbc-6.2.1.jre7.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-2.4 b/dev/deps/dependencies-client-spark-2.4
index 9578d731bd8..b3912ae4a72 100644
--- a/dev/deps/dependencies-client-spark-2.4
+++ b/dev/deps/dependencies-client-spark-2.4
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.4.0//lz4-java-1.4.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-3.0 b/dev/deps/dependencies-client-spark-3.0
index 3c0dbd68dcc..3f3837707cd 100644
--- a/dev/deps/dependencies-client-spark-3.0
+++ b/dev/deps/dependencies-client-spark-3.0
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.7.1//lz4-java-1.7.1.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-3.1 b/dev/deps/dependencies-client-spark-3.1
index 0fb74b11852..a1af47f690d 100644
--- a/dev/deps/dependencies-client-spark-3.1
+++ b/dev/deps/dependencies-client-spark-3.1
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.7.1//lz4-java-1.7.1.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-3.2 b/dev/deps/dependencies-client-spark-3.2
index 3cbedc5c3d6..7259bb81881 100644
--- a/dev/deps/dependencies-client-spark-3.2
+++ b/dev/deps/dependencies-client-spark-3.2
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.7.1//lz4-java-1.7.1.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-3.3 b/dev/deps/dependencies-client-spark-3.3
index 67bde6c10c3..d1ceb6a7f53 100644
--- a/dev/deps/dependencies-client-spark-3.3
+++ b/dev/deps/dependencies-client-spark-3.3
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-3.4 b/dev/deps/dependencies-client-spark-3.4
index 85371dc7d3c..a539156649e 100644
--- a/dev/deps/dependencies-client-spark-3.4
+++ b/dev/deps/dependencies-client-spark-3.4
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-client-spark-3.5 b/dev/deps/dependencies-client-spark-3.5
index 033be9343a7..3bf7c89c1cf 100644
--- a/dev/deps/dependencies-client-spark-3.5
+++ b/dev/deps/dependencies-client-spark-3.5
@@ -34,9 +34,9 @@ jul-to-slf4j/1.7.36//jul-to-slf4j-1.7.36.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
 netty-buffer/4.1.107.Final//netty-buffer-4.1.107.Final.jar
 netty-codec-dns/4.1.107.Final//netty-codec-dns-4.1.107.Final.jar
diff --git a/dev/deps/dependencies-server b/dev/deps/dependencies-server
index 27d046e0588..ac8d85da3b3 100644
--- a/dev/deps/dependencies-server
+++ b/dev/deps/dependencies-server
@@ -75,9 +75,9 @@ log4j-core/2.17.2//log4j-core-2.17.2.jar
 log4j-slf4j-impl/2.17.2//log4j-slf4j-impl-2.17.2.jar
 lz4-java/1.8.0//lz4-java-1.8.0.jar
 maven-jdk-tools-wrapper/0.1//maven-jdk-tools-wrapper-0.1.jar
-metrics-core/3.2.6//metrics-core-3.2.6.jar
-metrics-graphite/3.2.6//metrics-graphite-3.2.6.jar
-metrics-jvm/3.2.6//metrics-jvm-3.2.6.jar
+metrics-core/4.2.25//metrics-core-4.2.25.jar
+metrics-graphite/4.2.25//metrics-graphite-4.2.25.jar
+metrics-jvm/4.2.25//metrics-jvm-4.2.25.jar
 mimepull/1.9.15//mimepull-1.9.15.jar
 mybatis/3.5.15//mybatis-3.5.15.jar
 netty-all/4.1.107.Final//netty-all-4.1.107.Final.jar
diff --git a/pom.xml b/pom.xml
index 7bc9ab2af03..d66e2f27a2d 100644
--- a/pom.xml
+++ b/pom.xml
@@ -70,7 +70,7 @@
     <!-- use hadoop-3 as default  -->
     <hadoop.version>3.3.6</hadoop.version>
 
-    <codahale.metrics.version>3.2.6</codahale.metrics.version>
+    <codahale.metrics.version>4.2.25</codahale.metrics.version>
     <commons-lang3.version>3.12.0</commons-lang3.version>
     <commons-io.version>2.13.0</commons-io.version>
     <commons-crypto.version>1.0.0</commons-crypto.version>
diff --git a/project/CelebornBuild.scala b/project/CelebornBuild.scala
index 6e9f94e4f6a..625869b6407 100644
--- a/project/CelebornBuild.scala
+++ b/project/CelebornBuild.scala
@@ -53,7 +53,7 @@ object Dependencies {
   val leveldbJniVersion = "1.8"
   val log4j2Version = "2.17.2"
   val jdkToolsVersion = "0.1"
-  val metricsVersion = "3.2.6"
+  val metricsVersion = "4.2.25"
   val mockitoVersion = "4.11.0"
   val nettyVersion = "4.1.107.Final"
   val ratisVersion = "2.5.1"