diff --git a/bin/start-coordinator.sh b/bin/start-coordinator.sh
index 0ed2d60b9b..6f760f49de 100755
--- a/bin/start-coordinator.sh
+++ b/bin/start-coordinator.sh
@@ -28,9 +28,8 @@ cd "$RSS_HOME"
 
 COORDINATOR_CONF_FILE="${RSS_CONF_DIR}/coordinator.conf"
 JAR_DIR="${RSS_HOME}/jars"
-LOG_CONF_FILE="${RSS_CONF_DIR}/log4j.properties"
+LOG_CONF_FILE="${RSS_CONF_DIR}/log4j2.xml"
 LOG_PATH="${RSS_LOG_DIR}/coordinator.log"
-OUT_PATH="${RSS_LOG_DIR}/coordinator.out"
 
 MAIN_CLASS="org.apache.uniffle.coordinator.CoordinatorServer"
 
@@ -87,13 +86,13 @@ JAVA11_EXTRA_ARGS=" -XX:+IgnoreUnrecognizedVMOptions \
 ARGS=""
 
 if [ -f ${LOG_CONF_FILE} ]; then
-  ARGS="$ARGS -Dlog4j.configuration=file:${LOG_CONF_FILE} -Dlog.path=${LOG_PATH}"
+  ARGS="$ARGS -Dlog4j2.configurationFile=file:${LOG_CONF_FILE} -Dlog.path=${LOG_PATH}"
 else
   echo "Exit with error: ${LOG_CONF_FILE} file doesn't exist."
   exit 1
 fi
 
-$RUNNER $ARGS $JVM_ARGS $JAVA11_EXTRA_ARGS -cp $CLASSPATH $MAIN_CLASS --conf "$COORDINATOR_CONF_FILE" $@ &> $OUT_PATH &
+$RUNNER $ARGS $JVM_ARGS $JAVA11_EXTRA_ARGS -cp $CLASSPATH $MAIN_CLASS --conf "$COORDINATOR_CONF_FILE" $@ &
 
 get_pid_file_name coordinator
 echo $! >${RSS_PID_DIR}/${pid_file}
diff --git a/bin/start-dashboard.sh b/bin/start-dashboard.sh
index b54fa0cf28..f21c6790fd 100644
--- a/bin/start-dashboard.sh
+++ b/bin/start-dashboard.sh
@@ -28,9 +28,8 @@ cd "$RSS_HOME"
 
 DASHBOARD_CONF_FILE="${RSS_CONF_DIR}/dashboard.conf"
 JAR_DIR="${RSS_HOME}/jars"
-LOG_CONF_FILE="${RSS_CONF_DIR}/log4j.properties"
+LOG_CONF_FILE="${RSS_CONF_DIR}/log4j2.xml"
 LOG_PATH="${RSS_LOG_DIR}/dashboard.log"
-OUT_PATH="${RSS_LOG_DIR}/dashboard.out"
 
 MAIN_CLASS="org.apache.uniffle.dashboard.web.JettyServerFront"
 
@@ -74,13 +73,13 @@ JAVA11_EXTRA_ARGS=" -XX:+IgnoreUnrecognizedVMOptions \
 ARGS=""
 
 if [ -f ${LOG_CONF_FILE} ]; then
-  ARGS="$ARGS -Dlog4j.configuration=file:${LOG_CONF_FILE} -Dlog.path=${LOG_PATH}"
+  ARGS="$ARGS -Dlog4j2.configurationFile=file:${LOG_CONF_FILE} -Dlog.path=${LOG_PATH}"
 else
   echo "Exit with error: ${LOG_CONF_FILE} file doesn't exist."
   exit 1
 fi
 
-$RUNNER $ARGS $JVM_ARGS $JAVA11_EXTRA_ARGS -cp $CLASSPATH $MAIN_CLASS --conf "$DASHBOARD_CONF_FILE" $@ &> $OUT_PATH &
+$RUNNER $ARGS $JVM_ARGS $JAVA11_EXTRA_ARGS -cp $CLASSPATH $MAIN_CLASS --conf "$DASHBOARD_CONF_FILE" $@ &
 
 get_pid_file_name dashboard
 echo $! >${RSS_PID_DIR}/${pid_file}
diff --git a/bin/start-shuffle-server.sh b/bin/start-shuffle-server.sh
index d289a59ae3..3be4166054 100755
--- a/bin/start-shuffle-server.sh
+++ b/bin/start-shuffle-server.sh
@@ -28,9 +28,8 @@ cd "$RSS_HOME"
 
 SHUFFLE_SERVER_CONF_FILE="${RSS_CONF_DIR}/server.conf"
 JAR_DIR="${RSS_HOME}/jars"
-LOG_CONF_FILE="${RSS_CONF_DIR}/log4j.properties"
+LOG_CONF_FILE="${RSS_CONF_DIR}/log4j2.xml"
 LOG_PATH="${RSS_LOG_DIR}/shuffle_server.log"
-OUT_PATH="${RSS_LOG_DIR}/shuffle_server.out"
 
 if [ -z "${XMX_SIZE:-}" ]; then
   echo "No env XMX_SIZE."
@@ -124,13 +123,13 @@ JAVA11_EXTRA_ARGS=" -XX:+IgnoreUnrecognizedVMOptions \
 ARGS=""
 
 if [ -f ${LOG_CONF_FILE} ]; then
-  ARGS="$ARGS -Dlog4j.configuration=file:${LOG_CONF_FILE} -Dlog.path=${LOG_PATH}"
+  ARGS="$ARGS -Dlog4j2.configurationFile=file:${LOG_CONF_FILE} -Dlog.path=${LOG_PATH}"
 else
   echo "Exit with error: ${LOG_CONF_FILE} file doesn't exist."
   exit 1
 fi
 
-$RUNNER $ARGS $JVM_ARGS $JAVA11_EXTRA_ARGS $JAVA_LIB_PATH -cp $CLASSPATH $MAIN_CLASS --conf "$SHUFFLE_SERVER_CONF_FILE" $@ &> $OUT_PATH &
+$RUNNER $ARGS $JVM_ARGS $JAVA11_EXTRA_ARGS $JAVA_LIB_PATH -cp $CLASSPATH $MAIN_CLASS --conf "$SHUFFLE_SERVER_CONF_FILE" $@ &
 
 get_pid_file_name shuffle-server
 echo $! >${RSS_PID_DIR}/${pid_file}
diff --git a/bin/uniffle-function.sh b/bin/uniffle-function.sh
index 03bc7741ce..78a6d048c4 100644
--- a/bin/uniffle-function.sh
+++ b/bin/uniffle-function.sh
@@ -384,7 +384,7 @@ function uniffle_basic_init
   UNIFFLE_LOGFILE=${UNIFFLE_LOGFILE:-uniffle.log}
   UNIFFLE_STOP_TIMEOUT=${UNIFFLE_STOP_TIMEOUT:-60}
   UNIFFLE_PID_DIR=${RSS_PID_DIR:-"${RSS_HOME}"}
-  UNIFFLE_LOG_CONF_FILE=${LOG_CONF_FILE:-"${RSS_CONF_DIR}/log4j.properties"}
+  UNIFFLE_LOG_CONF_FILE=${LOG_CONF_FILE:-"${RSS_CONF_DIR}/log4j2.xml"}
 
   uniffle_debug "USER: "$USER
   uniffle_debug "UNIFFLE_IDENT_STRING: "$UNIFFLE_IDENT_STRING
@@ -793,7 +793,7 @@ function uniffle_mkdir
 function uniffle_finalize_uniffle_opts
 {
   set +u
-  uniffle_add_param UNIFFLE_OPTS log4j.configuration "-Dlog4j.configuration=file:${UNIFFLE_LOG_CONF_FILE}"
+  uniffle_add_param UNIFFLE_OPTS log4j2.configurationFile "-Dlog4j2.configurationFile=file:${UNIFFLE_LOG_CONF_FILE}"
   uniffle_add_param UNIFFLE_OPTS uniffle.log.dir "-Duniffle.log.dir=${UNIFFLE_LOG_DIR}"
   uniffle_add_param UNIFFLE_OPTS uniffle.home.dir "-Duniffle.home.dir=${RSS_HOME}"
   uniffle_add_param UNIFFLE_OPTS uniffle.id.str "-Duniffle.id.str=${UNIFFLE_IDENT_STRING}"
diff --git a/client-mr/core/pom.xml b/client-mr/core/pom.xml
index 3b016a6807..42ffb6112d 100644
--- a/client-mr/core/pom.xml
+++ b/client-mr/core/pom.xml
@@ -57,6 +57,10 @@
                     <groupId>com.google.protobuf</groupId>
                     <artifactId>protobuf-java</artifactId>
                 </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
         <dependency>
@@ -68,6 +72,10 @@
                     <groupId>com.sun.jersey</groupId>
                     <artifactId>jersey-json</artifactId>
                 </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
         <dependency>
diff --git a/client-mr/core/src/test/resources/log4j.properties b/client-mr/core/src/test/resources/log4j.properties
deleted file mode 100644
index 946ffcc22c..0000000000
--- a/client-mr/core/src/test/resources/log4j.properties
+++ /dev/null
@@ -1,22 +0,0 @@
-#
-# Licensed to the Apache Software Foundation (ASF) under one or more
-# contributor license agreements.  See the NOTICE file distributed with
-# this work for additional information regarding copyright ownership.
-# The ASF licenses this file to You under the Apache License, Version 2.0
-# (the "License"); you may not use this file except in compliance with
-# the License.  You may obtain a copy of the License at
-#
-#    http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-
-log4j.rootLogger=info,stdout
-log4j.threshhold=ALL
-log4j.appender.stdout=org.apache.log4j.ConsoleAppender
-log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
-log4j.appender.stdout.layout.ConversionPattern=%d{ISO8601} %-5p [%t] %c{2} (%F:%M(%L)) - %m%n
diff --git a/client-mr/core/src/test/resources/log4j2.xml b/client-mr/core/src/test/resources/log4j2.xml
new file mode 100644
index 0000000000..8db107a47f
--- /dev/null
+++ b/client-mr/core/src/test/resources/log4j2.xml
@@ -0,0 +1,29 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  ~ Licensed to the Apache Software Foundation (ASF) under one or more
+  ~ contributor license agreements.  See the NOTICE file distributed with
+  ~ this work for additional information regarding copyright ownership.
+  ~ The ASF licenses this file to You under the Apache License, Version 2.0
+  ~ (the "License"); you may not use this file except in compliance with
+  ~ the License.  You may obtain a copy of the License at
+  ~
+  ~    http://www.apache.org/licenses/LICENSE-2.0
+  ~
+  ~ Unless required by applicable law or agreed to in writing, software
+  ~ distributed under the License is distributed on an "AS IS" BASIS,
+  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  ~ See the License for the specific language governing permissions and
+  ~ limitations under the License.
+-->
+<Configuration status="WARN" monitorInterval="30">
+  <Appenders>
+    <Console name="Console" target="SYSTEM_OUT">
+      <PatternLayout pattern="[%d{yyyy-MM-dd HH:mm:ss.SSS}] [%t] [%p] %c{1}.%M - %m%n%ex"/>
+    </Console>
+  </Appenders>
+  <Loggers>
+    <Root level="info">
+      <AppenderRef ref="Console"/>
+    </Root>
+  </Loggers>
+</Configuration>
\ No newline at end of file
diff --git a/client-mr/hadoop2.8/pom.xml b/client-mr/hadoop2.8/pom.xml
index ffc6a73dcb..7a28c56cb2 100644
--- a/client-mr/hadoop2.8/pom.xml
+++ b/client-mr/hadoop2.8/pom.xml
@@ -38,6 +38,10 @@
           <groupId>com.sun.jersey</groupId>
           <artifactId>jersey-json</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
@@ -49,6 +53,12 @@
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-mapreduce-client-app</artifactId>
       <version>${hadoop.version}</version>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
   </dependencies>
 </project>
diff --git a/client-mr/hadoop3.2/pom.xml b/client-mr/hadoop3.2/pom.xml
index 98669dae30..e5dd86113a 100644
--- a/client-mr/hadoop3.2/pom.xml
+++ b/client-mr/hadoop3.2/pom.xml
@@ -42,6 +42,10 @@
           <groupId>com.google.protobuf</groupId>
           <artifactId>protobuf-java</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
@@ -53,6 +57,12 @@
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-mapreduce-client-app</artifactId>
       <version>${hadoop.version}</version>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
   </dependencies>
 </project>
diff --git a/client-spark/common/pom.xml b/client-spark/common/pom.xml
index 41ddb59443..7655c28ba5 100644
--- a/client-spark/common/pom.xml
+++ b/client-spark/common/pom.xml
@@ -51,6 +51,12 @@
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>provided</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.uniffle</groupId>
@@ -72,6 +78,10 @@
                     <groupId>javax.servlet</groupId>
                     <artifactId>servlet-api</artifactId>
                 </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
 
diff --git a/client-spark/spark2/pom.xml b/client-spark/spark2/pom.xml
index e831291c03..a911f1d982 100644
--- a/client-spark/spark2/pom.xml
+++ b/client-spark/spark2/pom.xml
@@ -46,10 +46,12 @@
       <artifactId>spark-core_${scala.binary.version}</artifactId>
       <version>${spark.version}</version>
       <scope>provided</scope>
-    </dependency>
-    <dependency>
-      <groupId>org.slf4j</groupId>
-      <artifactId>slf4j-api</artifactId>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>org.mockito</groupId>
@@ -60,6 +62,12 @@
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-minicluster</artifactId>
       <scope>test</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>io.netty</groupId>
diff --git a/client-spark/spark3/pom.xml b/client-spark/spark3/pom.xml
index 09ee6b3a9a..1aac6bbcdd 100644
--- a/client-spark/spark3/pom.xml
+++ b/client-spark/spark3/pom.xml
@@ -42,6 +42,12 @@
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>provided</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.uniffle</groupId>
@@ -79,6 +85,12 @@
             <groupId>org.apache.hadoop</groupId>
             <artifactId>hadoop-minicluster</artifactId>
             <scope>test</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.spark</groupId>
diff --git a/client-tez/pom.xml b/client-tez/pom.xml
index fab61259af..874ccc4936 100644
--- a/client-tez/pom.xml
+++ b/client-tez/pom.xml
@@ -99,6 +99,10 @@
             <groupId>com.sun.jersey</groupId>
             <artifactId>jersey-json</artifactId>
           </exclusion>
+          <exclusion>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-log4j12</artifactId>
+          </exclusion>
         </exclusions>
       </dependency>
       <dependency>
@@ -128,6 +132,12 @@
           <groupId>org.apache.hadoop</groupId>
           <artifactId>hadoop-minicluster</artifactId>
           <scope>test</scope>
+          <exclusions>
+            <exclusion>
+              <groupId>org.slf4j</groupId>
+              <artifactId>slf4j-log4j12</artifactId>
+            </exclusion>
+          </exclusions>
         </dependency>
     </dependencies>
 
diff --git a/client-tez/src/test/resources/log4j.properties b/client-tez/src/test/resources/log4j.properties
deleted file mode 100644
index 946ffcc22c..0000000000
--- a/client-tez/src/test/resources/log4j.properties
+++ /dev/null
@@ -1,22 +0,0 @@
-#
-# Licensed to the Apache Software Foundation (ASF) under one or more
-# contributor license agreements.  See the NOTICE file distributed with
-# this work for additional information regarding copyright ownership.
-# The ASF licenses this file to You under the Apache License, Version 2.0
-# (the "License"); you may not use this file except in compliance with
-# the License.  You may obtain a copy of the License at
-#
-#    http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-
-log4j.rootLogger=info,stdout
-log4j.threshhold=ALL
-log4j.appender.stdout=org.apache.log4j.ConsoleAppender
-log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
-log4j.appender.stdout.layout.ConversionPattern=%d{ISO8601} %-5p [%t] %c{2} (%F:%M(%L)) - %m%n
diff --git a/client-tez/src/test/resources/log4j2.xml b/client-tez/src/test/resources/log4j2.xml
new file mode 100644
index 0000000000..8db107a47f
--- /dev/null
+++ b/client-tez/src/test/resources/log4j2.xml
@@ -0,0 +1,29 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  ~ Licensed to the Apache Software Foundation (ASF) under one or more
+  ~ contributor license agreements.  See the NOTICE file distributed with
+  ~ this work for additional information regarding copyright ownership.
+  ~ The ASF licenses this file to You under the Apache License, Version 2.0
+  ~ (the "License"); you may not use this file except in compliance with
+  ~ the License.  You may obtain a copy of the License at
+  ~
+  ~    http://www.apache.org/licenses/LICENSE-2.0
+  ~
+  ~ Unless required by applicable law or agreed to in writing, software
+  ~ distributed under the License is distributed on an "AS IS" BASIS,
+  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  ~ See the License for the specific language governing permissions and
+  ~ limitations under the License.
+-->
+<Configuration status="WARN" monitorInterval="30">
+  <Appenders>
+    <Console name="Console" target="SYSTEM_OUT">
+      <PatternLayout pattern="[%d{yyyy-MM-dd HH:mm:ss.SSS}] [%t] [%p] %c{1}.%M - %m%n%ex"/>
+    </Console>
+  </Appenders>
+  <Loggers>
+    <Root level="info">
+      <AppenderRef ref="Console"/>
+    </Root>
+  </Loggers>
+</Configuration>
\ No newline at end of file
diff --git a/client/pom.xml b/client/pom.xml
index 73d2ae79e3..0c5ee3d64b 100644
--- a/client/pom.xml
+++ b/client/pom.xml
@@ -43,10 +43,6 @@
       <type>test-jar</type>
       <scope>test</scope>
     </dependency>
-    <dependency>
-      <groupId>org.slf4j</groupId>
-      <artifactId>slf4j-api</artifactId>
-    </dependency>
     <dependency>
       <groupId>org.mockito</groupId>
       <artifactId>mockito-inline</artifactId>
@@ -64,11 +60,21 @@
           <groupId>com.google.protobuf</groupId>
           <artifactId>protobuf-java</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-minicluster</artifactId>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
   </dependencies>
 </project>
diff --git a/common/pom.xml b/common/pom.xml
index 9f9d11d125..a1db4ed736 100644
--- a/common/pom.xml
+++ b/common/pom.xml
@@ -103,6 +103,10 @@
           <groupId>com.sun.jersey</groupId>
           <artifactId>jersey-json</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
@@ -113,11 +117,21 @@
           <groupId>junit</groupId>
           <artifactId>junit</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-minicluster</artifactId>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>com.github.luben</groupId>
@@ -129,10 +143,6 @@
       <artifactId>snappy-java</artifactId>
       <scope>provided</scope>
     </dependency>
-    <dependency>
-      <groupId>org.slf4j</groupId>
-      <artifactId>slf4j-api</artifactId>
-    </dependency>
     <dependency>
       <groupId>org.eclipse.jetty</groupId>
       <artifactId>jetty-servlet</artifactId>
diff --git a/conf/log4j.properties b/conf/log4j.properties
deleted file mode 100644
index 6b7b39d4bb..0000000000
--- a/conf/log4j.properties
+++ /dev/null
@@ -1,33 +0,0 @@
-#
-# Licensed to the Apache Software Foundation (ASF) under one or more
-# contributor license agreements.  See the NOTICE file distributed with
-# this work for additional information regarding copyright ownership.
-# The ASF licenses this file to You under the Apache License, Version 2.0
-# (the "License"); you may not use this file except in compliance with
-# the License.  You may obtain a copy of the License at
-#
-#    http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-
-log4j.rootCategory=INFO, RollingAppender
-log4j.appender.console=org.apache.log4j.ConsoleAppender
-log4j.appender.console.Threshold=INFO
-log4j.appender.console.target=System.err
-log4j.appender.console.layout=org.apache.log4j.PatternLayout
-log4j.appender.console.layout.ConversionPattern=[%d{yyyy-MM-dd HH:mm:ss.SSS}] [%t] [%p] %c{1}.%M - %m%n
-log4j.appender.RollingAppender=org.apache.log4j.RollingFileAppender
-log4j.appender.RollingAppender.File=${log.path}
-log4j.appender.RollingAppender.MaxFileSize=2GB
-log4j.appender.RollingAppender.MaxBackupIndex=10
-log4j.appender.RollingAppender.layout=org.apache.log4j.PatternLayout
-log4j.appender.RollingAppender.layout.ConversionPattern=[%d{yyyy-MM-dd HH:mm:ss.SSS}] [%t] [%p] %c{1}.%M - %m%n
-
-log4j.logger.io.grpc.netty.shaded.io.grpc.netty=INFO
-log4j.logger.org.apache.hadoop=INFO
-log4j.logger.org.eclipse.jetty=INFO
\ No newline at end of file
diff --git a/conf/log4j2.xml b/conf/log4j2.xml
new file mode 100644
index 0000000000..6ea652a087
--- /dev/null
+++ b/conf/log4j2.xml
@@ -0,0 +1,49 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  ~ Licensed to the Apache Software Foundation (ASF) under one or more
+  ~ contributor license agreements.  See the NOTICE file distributed with
+  ~ this work for additional information regarding copyright ownership.
+  ~ The ASF licenses this file to You under the Apache License, Version 2.0
+  ~ (the "License"); you may not use this file except in compliance with
+  ~ the License.  You may obtain a copy of the License at
+  ~
+  ~    http://www.apache.org/licenses/LICENSE-2.0
+  ~
+  ~ Unless required by applicable law or agreed to in writing, software
+  ~ distributed under the License is distributed on an "AS IS" BASIS,
+  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  ~ See the License for the specific language governing permissions and
+  ~ limitations under the License.
+-->
+<Configuration status="WARN" monitorInterval="30">
+  <Appenders>
+    <Console name="console" target="SYSTEM_ERR">
+      <PatternLayout pattern="[%d{yyyy-MM-dd HH:mm:ss.SSS}] [%t] [%p] %c{1}.%M - %m%n%ex"/>
+    </Console>
+    <RollingFile name="RollingAppender" fileName="${sys:log.path}" filePattern="${sys:log.path}.%i">
+      <PatternLayout pattern="[%d{yyyy-MM-dd HH:mm:ss.SSS}] [%t] [%p] %c{1}.%M - %m%n%ex"/>
+      <Policies>
+        <SizeBasedTriggeringPolicy size="2GB"/>
+      </Policies>
+      <DefaultRolloverStrategy max="10"/>
+    </RollingFile>
+  </Appenders>
+  <Loggers>
+    <Root level="info">
+      <AppenderRef ref="console"/>
+      <AppenderRef ref="RollingAppender"/>
+    </Root>
+    <Logger name="io.grpc.netty.shaded.io.grpc.netty" level="info" additivity="false">
+      <AppenderRef ref="console"/>
+      <AppenderRef ref="RollingAppender"/>
+    </Logger>
+    <Logger name="org.apache.hadoop" level="info" additivity="false">
+      <AppenderRef ref="console"/>
+      <AppenderRef ref="RollingAppender"/>
+    </Logger>
+    <Logger name="org.eclipse.jetty" level="info" additivity="false">
+      <AppenderRef ref="console"/>
+      <AppenderRef ref="RollingAppender"/>
+    </Logger>
+  </Loggers>
+</Configuration>
\ No newline at end of file
diff --git a/coordinator/pom.xml b/coordinator/pom.xml
index a1c9cccab2..fe842ced7e 100644
--- a/coordinator/pom.xml
+++ b/coordinator/pom.xml
@@ -80,6 +80,10 @@
           <groupId>com.sun.jersey</groupId>
           <artifactId>jersey-json</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
diff --git a/integration-test/common/pom.xml b/integration-test/common/pom.xml
index 38f3732b2b..aa4f5cd603 100644
--- a/integration-test/common/pom.xml
+++ b/integration-test/common/pom.xml
@@ -91,6 +91,10 @@
                     <groupId>com.sun.jersey</groupId>
                     <artifactId>jersey-json</artifactId>
                 </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
         <dependency>
@@ -111,6 +115,10 @@
                     <groupId>junit</groupId>
                     <artifactId>junit</artifactId>
                 </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
     </dependencies>
diff --git a/integration-test/mr/pom.xml b/integration-test/mr/pom.xml
index fb788886d3..0b1b378e6c 100644
--- a/integration-test/mr/pom.xml
+++ b/integration-test/mr/pom.xml
@@ -65,6 +65,12 @@
             <artifactId>hadoop-minicluster</artifactId>
             <version>${hadoop.version}</version>
             <scope>test</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.uniffle</groupId>
@@ -92,6 +98,12 @@
             <groupId>org.apache.hadoop</groupId>
             <artifactId>hadoop-mapreduce-client-app</artifactId>
             <version>${hadoop.version}</version>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.hadoop</groupId>
@@ -102,6 +114,10 @@
                     <groupId>com.sun.jersey</groupId>
                     <artifactId>jersey-json</artifactId>
                 </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
         <dependency>
diff --git a/integration-test/spark-common/pom.xml b/integration-test/spark-common/pom.xml
index b2193f8545..eea33dff1a 100644
--- a/integration-test/spark-common/pom.xml
+++ b/integration-test/spark-common/pom.xml
@@ -114,6 +114,10 @@
           <groupId>com.fasterxml.jackson.module</groupId>
           <artifactId>jackson-module-scala_${scala.binary.version}</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
@@ -121,6 +125,12 @@
       <artifactId>spark-sql_${scala.binary.version}</artifactId>
       <version>${spark.version}</version>
       <scope>test</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>com.fasterxml.jackson.core</groupId>
@@ -149,6 +159,10 @@
           <groupId>javax.servlet</groupId>
           <artifactId>servlet-api</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
diff --git a/integration-test/spark2/pom.xml b/integration-test/spark2/pom.xml
index b0733952ee..e3b0ee8182 100644
--- a/integration-test/spark2/pom.xml
+++ b/integration-test/spark2/pom.xml
@@ -109,6 +109,10 @@
           <groupId>com.fasterxml.jackson.module</groupId>
           <artifactId>jackson-module-scala_${scala.binary.version}</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
@@ -116,6 +120,12 @@
       <artifactId>spark-sql_${scala.binary.version}</artifactId>
       <version>${spark.version}</version>
       <scope>test</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>com.fasterxml.jackson.core</groupId>
@@ -150,6 +160,10 @@
           <groupId>javax.servlet</groupId>
           <artifactId>servlet-api</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
diff --git a/integration-test/spark3/pom.xml b/integration-test/spark3/pom.xml
index c089e040c9..768728d9ed 100644
--- a/integration-test/spark3/pom.xml
+++ b/integration-test/spark3/pom.xml
@@ -104,6 +104,12 @@
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>test</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.uniffle</groupId>
@@ -132,6 +138,12 @@
         <dependency>
             <groupId>org.apache.hadoop</groupId>
             <artifactId>hadoop-minicluster</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-log4j12</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
     </dependencies>
 
diff --git a/integration-test/tez/pom.xml b/integration-test/tez/pom.xml
index ba65a85417..a63b741b3c 100644
--- a/integration-test/tez/pom.xml
+++ b/integration-test/tez/pom.xml
@@ -107,6 +107,12 @@
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-minicluster</artifactId>
       <scope>test</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>org.apache.hadoop</groupId>
@@ -117,6 +123,10 @@
           <groupId>com.sun.jersey</groupId>
           <artifactId>jersey-json</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
diff --git a/internal-client/pom.xml b/internal-client/pom.xml
index 52472fa321..1f88e65498 100644
--- a/internal-client/pom.xml
+++ b/internal-client/pom.xml
@@ -37,9 +37,5 @@
       <groupId>org.apache.uniffle</groupId>
       <artifactId>rss-common</artifactId>
     </dependency>
-    <dependency>
-      <groupId>org.slf4j</groupId>
-      <artifactId>slf4j-api</artifactId>
-    </dependency>
   </dependencies>
 </project>
diff --git a/pom.xml b/pom.xml
index 4cbf7567f8..2491416f23 100644
--- a/pom.xml
+++ b/pom.xml
@@ -78,7 +78,7 @@
     <junit.jupiter.version>5.8.2</junit.jupiter.version>
     <junit.platform.version>1.8.2</junit.platform.version>
     <system.stubs.version>2.0.1</system.stubs.version>
-    <log4j.core.version>2.17.1</log4j.core.version>
+    <log4j.version>2.23.0</log4j.version>
     <maven-checkstyle-plugin.version>3.1.2</maven-checkstyle-plugin.version>
     <maven.compiler.source>${java.version}</maven.compiler.source>
     <maven.compiler.target>${java.version}</maven.compiler.target>
@@ -151,11 +151,6 @@
       <version>1.1.1</version>
     </dependency>
 
-    <dependency>
-      <groupId>org.slf4j</groupId>
-      <artifactId>slf4j-reload4j</artifactId>
-    </dependency>
-
     <dependency>
       <groupId>com.google.errorprone</groupId>
       <artifactId>error_prone_annotations</artifactId>
@@ -186,17 +181,30 @@
       <artifactId>system-stubs-jupiter</artifactId>
       <scope>test</scope>
     </dependency>
+
+    <!-- log4j2 -->
+    <dependency>
+      <groupId>org.slf4j</groupId>
+      <artifactId>slf4j-api</artifactId>
+    </dependency>
+    <!-- Use log4j-slf4j-impl by default -->
+    <dependency>
+      <groupId>org.apache.logging.log4j</groupId>
+      <artifactId>log4j-slf4j-impl</artifactId>
+    </dependency>
+    <dependency>
+      <groupId>org.apache.logging.log4j</groupId>
+      <artifactId>log4j-api</artifactId>
+    </dependency>
+    <dependency>
+      <groupId>org.apache.logging.log4j</groupId>
+      <artifactId>log4j-core</artifactId>
+    </dependency>
+    <!-- end -->
   </dependencies>
 
   <dependencyManagement>
     <dependencies>
-      <dependency>
-        <groupId>org.slf4j</groupId>
-        <artifactId>slf4j-reload4j</artifactId>
-        <version>${slf4j.version}</version>
-        <scope>runtime</scope>
-      </dependency>
-
       <dependency>
         <groupId>com.google.protobuf</groupId>
         <artifactId>protobuf-java-util</artifactId>
@@ -245,16 +253,6 @@
         <artifactId>netty-all</artifactId>
         <version>${netty.version}</version>
       </dependency>
-      <dependency>
-        <groupId>org.slf4j</groupId>
-        <artifactId>slf4j-api</artifactId>
-        <version>${slf4j.version}</version>
-      </dependency>
-      <dependency>
-        <groupId>org.apache.logging.log4j</groupId>
-        <artifactId>log4j-core</artifactId>
-        <version>${log4j.core.version}</version>
-      </dependency>
       <dependency>
         <groupId>com.google.guava</groupId>
         <artifactId>guava</artifactId>
@@ -395,6 +393,10 @@
             <groupId>org.apache.httpcomponents</groupId>
             <artifactId>httpclient</artifactId>
           </exclusion>
+          <exclusion>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-log4j12</artifactId>
+          </exclusion>
         </exclusions>
       </dependency>
       <dependency>
@@ -511,6 +513,10 @@
             <groupId>org.apache.httpcomponents</groupId>
             <artifactId>httpclient</artifactId>
           </exclusion>
+          <exclusion>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-log4j12</artifactId>
+          </exclusion>
         </exclusions>
       </dependency>
 
@@ -640,6 +646,10 @@
             <groupId>org.apache.httpcomponents</groupId>
             <artifactId>httpclient</artifactId>
           </exclusion>
+          <exclusion>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-log4j12</artifactId>
+          </exclusion>
         </exclusions>
       </dependency>
 
@@ -737,6 +747,34 @@
         <artifactId>snakeyaml</artifactId>
         <version>${snakeyaml.version}</version>
       </dependency>
+
+      <!-- log4j -->
+      <dependency>
+        <groupId>org.slf4j</groupId>
+        <artifactId>slf4j-api</artifactId>
+        <version>${slf4j.version}</version>
+      </dependency>
+      <dependency>
+        <groupId>org.apache.logging.log4j</groupId>
+        <artifactId>log4j-slf4j-impl</artifactId>
+        <version>${log4j.version}</version>
+      </dependency>
+      <dependency>
+        <groupId>org.apache.logging.log4j</groupId>
+        <artifactId>log4j-slf4j2-impl</artifactId>
+        <version>${log4j.version}</version>
+      </dependency>
+      <dependency>
+        <groupId>org.apache.logging.log4j</groupId>
+        <artifactId>log4j-api</artifactId>
+        <version>${log4j.version}</version>
+      </dependency>
+      <dependency>
+        <groupId>org.apache.logging.log4j</groupId>
+        <artifactId>log4j-core</artifactId>
+        <version>${log4j.version}</version>
+      </dependency>
+      <!-- end -->
     </dependencies>
   </dependencyManagement>
 
@@ -793,6 +831,11 @@
               <configuration>
                 <rules>
                   <requireUpperBoundDeps/>
+                  <bannedDependencies>
+                    <excludes>
+                      <exclude>org.slf4j:slf4j-log4j12</exclude>
+                    </excludes>
+                  </bannedDependencies>
                 </rules>
               </configuration>
             </execution>
@@ -1616,7 +1659,8 @@
         <spark.version>3.4.1</spark.version>
         <client.type>3</client.type>
         <jackson.version>2.14.2</jackson.version>
-        <log4j.core.version>2.19.0</log4j.core.version>
+        <log4j.version>2.19.0</log4j.version>
+        <slf4j.version>2.0.6</slf4j.version>
       </properties>
       <modules>
         <module>client-spark/common</module>
@@ -1698,6 +1742,19 @@
           </dependency>
         </dependencies>
       </dependencyManagement>
+      <dependencies>
+        <!-- Remove log4j-slf4j-impl dependency -->
+        <dependency>
+          <groupId>org.apache.logging.log4j</groupId>
+          <artifactId>log4j-slf4j-impl</artifactId>
+          <scope>provided</scope>
+        </dependency>
+        <!-- Add log4j-slf4j2-impl dependency -->
+        <dependency>
+          <groupId>org.apache.logging.log4j</groupId>
+          <artifactId>log4j-slf4j2-impl</artifactId>
+        </dependency>
+      </dependencies>
     </profile>
 
     <profile>
@@ -1707,7 +1764,8 @@
         <spark.version>3.5.0</spark.version>
         <client.type>3</client.type>
         <jackson.version>2.15.2</jackson.version>
-        <log4j.core.version>2.19.0</log4j.core.version>
+        <log4j.version>2.20.0</log4j.version>
+        <slf4j.version>2.0.7</slf4j.version>
       </properties>
       <modules>
         <module>client-spark/common</module>
@@ -1789,6 +1847,19 @@
           </dependency>
         </dependencies>
       </dependencyManagement>
+      <dependencies>
+        <!-- Remove log4j-slf4j-impl dependency -->
+        <dependency>
+          <groupId>org.apache.logging.log4j</groupId>
+          <artifactId>log4j-slf4j-impl</artifactId>
+          <scope>provided</scope>
+        </dependency>
+        <!-- Add log4j-slf4j2-impl dependency -->
+        <dependency>
+          <groupId>org.apache.logging.log4j</groupId>
+          <artifactId>log4j-slf4j2-impl</artifactId>
+        </dependency>
+      </dependencies>
     </profile>
 
     <profile>
@@ -2139,6 +2210,10 @@
                 <groupId>org.apache.httpcomponents</groupId>
                 <artifactId>httpclient</artifactId>
               </exclusion>
+              <exclusion>
+                <groupId>org.slf4j</groupId>
+                <artifactId>slf4j-log4j12</artifactId>
+              </exclusion>
             </exclusions>
           </dependency>
           <dependency>
diff --git a/server/pom.xml b/server/pom.xml
index 4d3dda04f5..6527fbfb55 100644
--- a/server/pom.xml
+++ b/server/pom.xml
@@ -87,6 +87,12 @@
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-common</artifactId>
       <scope>${hadoop.scope}</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>org.apache.hadoop</groupId>
@@ -96,6 +102,10 @@
           <groupId>com.sun.jersey</groupId>
           <artifactId>jersey-json</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
     <dependency>
@@ -140,6 +150,10 @@
           <groupId>junit</groupId>
           <artifactId>junit</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
   </dependencies>
diff --git a/storage/pom.xml b/storage/pom.xml
index 90b34e3c90..7d0e741f24 100644
--- a/storage/pom.xml
+++ b/storage/pom.xml
@@ -40,6 +40,12 @@
     <dependency>
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-client</artifactId>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
 
     <dependency>
@@ -50,6 +56,10 @@
           <groupId>com.sun.jersey</groupId>
           <artifactId>jersey-json</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>
 
@@ -73,6 +83,10 @@
           <groupId>junit</groupId>
           <artifactId>junit</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
       </exclusions>
     </dependency>