diff --git a/CHANGES.md b/CHANGES.md
index 717dae3830..0066b0a57b 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -20,6 +20,7 @@ Release Notes.
 * Add tags `mq.message.keys` and `mq.message.tags` for RocketMQ producer span
 * Clean the trace context which injected into Pulsar MessageImpl after the instance recycled
 * Fix In the higher version of mysql-connector-java 8x, there is an error in the value of db.instance.
+* Add support for KafkaClients 3.2.x
 
 #### Documentation
 
diff --git a/apm-sniffer/apm-sdk-plugin/kafka-plugin/pom.xml b/apm-sniffer/apm-sdk-plugin/kafka-plugin/pom.xml
index 1693585679..742fbe4edf 100644
--- a/apm-sniffer/apm-sdk-plugin/kafka-plugin/pom.xml
+++ b/apm-sniffer/apm-sdk-plugin/kafka-plugin/pom.xml
@@ -28,7 +28,7 @@
     <artifactId>apm-kafka-plugin</artifactId>
 
     <properties>
-        <kafka-clients.version>2.0.1</kafka-clients.version>
+        <kafka-clients.version>3.2.3</kafka-clients.version>
     </properties>
 
     <dependencies>
diff --git a/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/Kafka3ConsumerInterceptor.java b/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/Kafka3ConsumerInterceptor.java
new file mode 100644
index 0000000000..b99813d7a4
--- /dev/null
+++ b/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/Kafka3ConsumerInterceptor.java
@@ -0,0 +1,34 @@
+/*
+ * 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.
+ *
+ */
+
+package org.apache.skywalking.apm.plugin.kafka;
+
+import org.apache.kafka.clients.consumer.ConsumerRecord;
+import org.apache.kafka.clients.consumer.internals.Fetch;
+import org.apache.kafka.common.TopicPartition;
+
+import java.util.List;
+import java.util.Map;
+
+public class Kafka3ConsumerInterceptor extends KafkaConsumerInterceptor {
+    @SuppressWarnings({"unchecked"})
+    @Override
+    protected Map<TopicPartition, List<ConsumerRecord<?, ?>>> fetchRecords(Object retObj) {
+        return ((Fetch) retObj).records();
+    }
+}
diff --git a/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/KafkaConsumerInterceptor.java b/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/KafkaConsumerInterceptor.java
index 01f7febf1b..14a7728cef 100644
--- a/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/KafkaConsumerInterceptor.java
+++ b/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/KafkaConsumerInterceptor.java
@@ -61,7 +61,7 @@ public Object afterMethod(EnhancedInstance objInst, Method method, Object[] allA
         if (ret == null) {
             return ret;
         }
-        Map<TopicPartition, List<ConsumerRecord<?, ?>>> records = (Map<TopicPartition, List<ConsumerRecord<?, ?>>>) ret;
+        Map<TopicPartition, List<ConsumerRecord<?, ?>>> records = fetchRecords(ret);
         //
         // The entry span will only be created when the consumer received at least one message.
         //
@@ -100,6 +100,11 @@ public Object afterMethod(EnhancedInstance objInst, Method method, Object[] allA
         return ret;
     }
 
+    @SuppressWarnings({"unchecked"})
+    protected Map<TopicPartition, List<ConsumerRecord<?, ?>>> fetchRecords(Object retObj) {
+        return (Map<TopicPartition, List<ConsumerRecord<?, ?>>>) retObj;
+    }
+
     @Override
     public void handleMethodException(EnhancedInstance objInst, Method method, Object[] allArguments,
                                       Class<?>[] argumentsTypes, Throwable t) {
diff --git a/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/define/KafkaConsumerInstrumentation.java b/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/define/KafkaConsumerInstrumentation.java
index 507e367317..e29996586c 100644
--- a/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/define/KafkaConsumerInstrumentation.java
+++ b/apm-sniffer/apm-sdk-plugin/kafka-plugin/src/main/java/org/apache/skywalking/apm/plugin/kafka/define/KafkaConsumerInstrumentation.java
@@ -24,7 +24,10 @@
 import org.apache.skywalking.apm.agent.core.plugin.interceptor.InstanceMethodsInterceptPoint;
 import org.apache.skywalking.apm.agent.core.plugin.match.ClassMatch;
 
+import java.util.Map;
+
 import static net.bytebuddy.matcher.ElementMatchers.named;
+import static net.bytebuddy.matcher.ElementMatchers.returns;
 import static org.apache.skywalking.apm.agent.core.plugin.bytebuddy.ArgumentTypeNameMatch.takesArgumentWithType;
 import static org.apache.skywalking.apm.agent.core.plugin.match.NameMatch.byName;
 
@@ -45,6 +48,7 @@ public class KafkaConsumerInstrumentation extends AbstractKafkaInstrumentation {
     public static final String CONSUMER_CONFIG_CONSTRUCTOR_INTERCEPTOR_CLASS = "org.apache.skywalking.apm.plugin.kafka.ConstructorWithConsumerConfigInterceptPoint";
     public static final String MAP_CONSTRUCTOR_INTERCEPTOR_CLASS = "org.apache.skywalking.apm.plugin.kafka.ConstructorWithMapInterceptPoint";
     public static final String INTERCEPTOR_CLASS = "org.apache.skywalking.apm.plugin.kafka.KafkaConsumerInterceptor";
+    public static final String INTERCEPTOR_CLASS_KAFKA3_2 = "org.apache.skywalking.apm.plugin.kafka.Kafka3ConsumerInterceptor";
     public static final String ENHANCE_METHOD = "pollOnce";
     public static final String ENHANCE_COMPATIBLE_METHOD = "pollForFetches";
     public static final String ENHANCE_CLASS = "org.apache.kafka.clients.consumer.KafkaConsumer";
@@ -91,7 +95,8 @@ public InstanceMethodsInterceptPoint[] getInstanceMethodsInterceptPoints() {
             new InstanceMethodsInterceptPoint() {
                 @Override
                 public ElementMatcher<MethodDescription> getMethodsMatcher() {
-                    return named(ENHANCE_METHOD).or(named(ENHANCE_COMPATIBLE_METHOD));
+                    // targeting Kafka Client < 3.2
+                    return named(ENHANCE_METHOD).or(named(ENHANCE_COMPATIBLE_METHOD).and(returns(Map.class)));
                 }
 
                 @Override
@@ -104,6 +109,23 @@ public boolean isOverrideArgs() {
                     return false;
                 }
             },
+            new InstanceMethodsInterceptPoint() {
+                @Override
+                public ElementMatcher<MethodDescription> getMethodsMatcher() {
+                    // targeting Kafka Client >= 3.2
+                    return named(ENHANCE_COMPATIBLE_METHOD).and(returns(named("org.apache.kafka.clients.consumer.internals.Fetch")));
+                }
+
+                @Override
+                public String getMethodsInterceptor() {
+                    return INTERCEPTOR_CLASS_KAFKA3_2;
+                }
+
+                @Override
+                public boolean isOverrideArgs() {
+                    return false;
+                }
+            },
             new InstanceMethodsInterceptPoint() {
                 @Override
                 public ElementMatcher<MethodDescription> getMethodsMatcher() {
diff --git a/docs/en/setup/service-agent/java-agent/Supported-list.md b/docs/en/setup/service-agent/java-agent/Supported-list.md
index 1d616863ae..9796544607 100644
--- a/docs/en/setup/service-agent/java-agent/Supported-list.md
+++ b/docs/en/setup/service-agent/java-agent/Supported-list.md
@@ -66,7 +66,7 @@ metrics based on the tracing data.
   * [JSONRPC4J](https://github.com/briandilley/jsonrpc4j) 1.2.0 -> 1.6
 * MQ
   * [RocketMQ](https://github.com/apache/rocketmq) 4.x
-  * [Kafka](http://kafka.apache.org) 0.11.0.0 -> 2.8.0
+  * [Kafka](http://kafka.apache.org) 0.11.0.0 -> 3.2.3
   * [Spring-Kafka](https://github.com/spring-projects/spring-kafka) Spring Kafka Consumer 1.3.x -> 2.3.x (2.0.x and 2.1.x not tested and not recommended by [the official document](https://spring.io/projects/spring-kafka))
   * [ActiveMQ](https://github.com/apache/activemq) 5.10.0 -> 5.15.4
   * [RabbitMQ](https://www.rabbitmq.com/) 3.x-> 5.x
diff --git a/test/plugin/scenarios/kafka-scenario/support-version.list b/test/plugin/scenarios/kafka-scenario/support-version.list
index 51b8ffdc4e..1ffc63cb11 100644
--- a/test/plugin/scenarios/kafka-scenario/support-version.list
+++ b/test/plugin/scenarios/kafka-scenario/support-version.list
@@ -25,3 +25,6 @@
 2.6.1
 2.7.0
 2.8.0
+3.0.2
+3.1.2
+3.2.3