springboot集成Kafka


kafka和MQ的區別:

 

1)在架構模型方面,

 

RabbitMQ遵循AMQP協議,RabbitMQ的broker由Exchange,Binding,queue組成,其中exchange和binding組成了消息的路由鍵;客戶端Producer通過連接channel和server進行通信,Consumer從queue獲取消息進行消費(長連接,queue有消息會推送到consumer端,consumer循環從輸入流讀取數據)。rabbitMQ以broker為中心;有消息的確認機制。

 

kafka遵從一般的MQ結構,producer,broker,consumer,以consumer為中心,消息的消費信息保存的客戶端consumer上,consumer根據消費的點,從broker上批量pull數據;無消息確認機制。

 

 

 

2)在吞吐量,

 

rabbitMQ在吞吐量方面稍遜於kafka,他們的出發點不一樣,rabbitMQ支持對消息的可靠的傳遞,支持事務,不支持批量的操作;基於存儲的可靠性的要求存儲可以采用內存或者硬盤。

 

kafka具有高的吞吐量,內部采用消息的批量處理,zero-copy機制,數據的存儲和獲取是本地磁盤順序批量操作,具有O(1)的復雜度,消息處理的效率很高。

 

 

 

3)在可用性方面,

 

rabbitMQ支持miror的queue,主queue失效,miror queue接管。

 

kafka的broker支持主備模式。

 

 

 

4)在集群負載均衡方面,

 

rabbitMQ的負載均衡需要單獨的loadbalancer進行支持。

 

kafka采用zookeeper對集群中的broker、consumer進行管理,可以注冊topic到zookeeper上;通過zookeeper的協調機制,producer保存對應topic的broker信息,可以隨機或者輪詢發送到broker上;並且producer可以基於語義指定分片,消息發送到broker的某分片上。

轉載:https://www.cnblogs.com/csuliujia/p/9379402.html

Springboot集成kafka代碼展示:

對象:

package com.example.demo;

import com.alibaba.fastjson.JSON;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.kafka.core.KafkaTemplate;
import org.springframework.stereotype.Component;

@Component
public class Product {
      @Autowired
      private KafkaTemplate kafkaTemplate;

      public void send(String name){
            User u=new User();
            u.setName(name);
            u.setAge(11);
            kafkaTemplate.send("user", JSON.toJSONString(u));
      }
}

生產者:

package com.example.demo;

import com.alibaba.fastjson.JSON;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.kafka.core.KafkaTemplate;
import org.springframework.stereotype.Component;

@Component
public class Product {
      @Autowired
      private KafkaTemplate kafkaTemplate;

      public void send(String name){
            User u=new User();
            u.setName(name);
            u.setAge(11);
            kafkaTemplate.send("user", JSON.toJSONString(u));
      }
}

消費者:

package com.example.demo;

import org.apache.kafka.clients.consumer.ConsumerRecord;
import org.springframework.kafka.annotation.KafkaListener;
import org.springframework.stereotype.Component;

import java.util.Optional;

@Component
public class Consumer {
    @KafkaListener(topics = "user")
    public void consumer(ConsumerRecord consumerRecord){
        Optional<Object> kafkaMassage = Optional.ofNullable(consumerRecord.value());
        if(kafkaMassage.isPresent()){
            Object o = kafkaMassage.get();
            System.out.println(o);
        }

    }
}

測試:

package com.example.demo;

import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;

import javax.annotation.PostConstruct;

@SpringBootApplication
public class DemoApplication {

    @Autowired
    private Product product;
    @PostConstruct
    public void init(){
        for(int i=0;i<10;i++){
            product.send("afs"+i);
        }
    }
    public static void main(String[] args) {
        SpringApplication.run(DemoApplication.class, args);
    }

}

配置文件:application.properties

spring.application.name=kafka-user
server.port=8080
#============== kafka ===================
# 指定kafka 代理地址,可以多個
spring.kafka.bootstrap-servers=localhost:9092

#=============== provider  =======================
spring.kafka.producer.retries=0
# 每次批量發送消息的數量
spring.kafka.producer.batch-size=16384
spring.kafka.producer.buffer-memory=33554432

# 指定消息key和消息體的編解碼方式
spring.kafka.producer.key-serializer=org.apache.kafka.common.serialization.StringSerializer
spring.kafka.producer.value-serializer=org.apache.kafka.common.serialization.StringSerializer

#=============== consumer  =======================
# 指定默認消費者group id
spring.kafka.consumer.group-id=user-log-group

spring.kafka.consumer.auto-offset-reset=earliest
spring.kafka.consumer.enable-auto-commit=true
spring.kafka.consumer.auto-commit-interval=100

# 指定消息key和消息體的編解碼方式
spring.kafka.consumer.key-deserializer=org.apache.kafka.common.serialization.StringDeserializer
spring.kafka.consumer.value-deserializer=org.apache.kafka.common.serialization.StringDeserializer

配置文件:pom.xml

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>
    <parent>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-parent</artifactId>
        <version>2.1.6.RELEASE</version>
        <relativePath/> <!-- lookup parent from repository -->
    </parent>
    <groupId>com.example</groupId>
    <artifactId>demo</artifactId>
    <version>0.0.1-SNAPSHOT</version>
    <name>demo</name>
    <description>Demo project for Spring Boot</description>

    <properties>
        <java.version>1.8</java.version>
    </properties>

    <dependencies>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter</artifactId>
        </dependency>

        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-test</artifactId>
            <scope>test</scope>
        </dependency>

        <!--引入kafak和spring整合的jar-->
        <dependency>
            <groupId>org.springframework.kafka</groupId>
            <artifactId>spring-kafka</artifactId>
            <version>2.2.7.RELEASE</version>
        </dependency>

        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
            <optional>true</optional>
        </dependency>

        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>fastjson</artifactId>
            <version>1.2.44</version>
        </dependency>


    </dependencies>

    <build>
        <plugins>
            <plugin>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-maven-plugin</artifactId>
            </plugin>
        </plugins>
    </build>

</project>

注意:此處有版本問題,springboot 2.x得用kafka 2.x

  另外:記得開啟zookeeper+kafka

安裝參考:https://www.cnblogs.com/lnice/p/9668750.html  (windows版本)

     https://blog.csdn.net/xuzhelin/article/details/71515208 (Linux版本)

 


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