任何應用功能再強大、性能再優越,如果沒有與之匹配的監控,那么一切都是虛無縹緲的。監控不僅可以為應用提供運行時的數據作為依據參考,還可以迅速定位問題,提供預防及告警等功能,很大程度上增強了整體服務的魯棒性。
一、Kafka監控指標與獲取
Kafka監控的4個維度:
- 集群信息
- broker信息
- topic信息
- consumer group信息
使用JConsole訪問JMX
(1)終端輸入jconsole
,啟動Java監視和管理控制台。
(2)修改kafka-run-class.sh,使JConsole可以通過遠程連接。
KAFKA_JMX_OPTS="
-Dcom.sun.management.jmxremote
-Dcom.sun.management.jmxremote.authenticate=false
-Dcom.sun.management.jmxremote.ssl=false
-Djava.rmi.server.hostname=服務器的IP地址或者域名"
(3)修改kafka-server-start.sh,增加export JMX_PORT="9999"
if [ "x$KAFKA_HEAP_OPTS" = "x" ]; then
export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"
export JMX_PORT="9999"
fi
(4)檢查是否開啟JMX
broker在啟動過程中,始終會將JMX端口信息寫入Kafka對應的位置.
(5)連接
(6)查看MBean
MBean的名稱,xxx.type=yyy,{attr} = zzz
其中xxx指的是組件名,如xxx = kafka.server
zzz 和 attr 指的是MBean的范圍,例如topic = test,表示該MBean的作用范圍是名為test的topic。
指標分類:
- kafka.server 服務器端JMX指標
- kafka.network 網絡相關JMX指標
- kafka.log 分區日志相關JMX指標
- kafka.controller controller相關指標
使用Java程序訪問JMX
(1)監控broker一分鍾消息流入的速度
kafka.server:type=BrokerTopicMetrics,name=MessagesInPerSec
OneMinuteRate 表示某個broker一分鍾消息流入的速度(messages/s)。
public class KafkaJmxDemo {
private MBeanServerConnection conn;
private String jmxUrl;
private String ipAndPort;
public KafkaJmxDemo(String ipAndPort) {
this.ipAndPort = ipAndPort;
}
/**
* 初始化JMX連接
*
* @return
*/
public boolean init() {
jmxUrl = "service:jmx:rmi:///jndi/rmi://" + ipAndPort + "/jmxrmi";
try {
JMXServiceURL serviceURL = new JMXServiceURL(jmxUrl);
JMXConnector connector = JMXConnectorFactory.connect(serviceURL, null);
conn = connector.getMBeanServerConnection();
if (conn == null) {
return false;
}
} catch (MalformedURLException e) {
e.printStackTrace();
} catch (IOException e) {
e.printStackTrace();
}
return true;
}
public double getMsgInPerSec() {
String objectName = "kafka.server:type=BrokerTopicMetrics," +
"name=MessagesInPerSec";
Object val = getAttribute(objectName, "OneMinuteRate");
if (val != null) {
return (double) (Double) val;
}
return 0.0;
}
private Object getAttribute(String objName, String objAttr) {
ObjectName objectName;
try {
objectName = new ObjectName(objName);
return conn.getAttribute(objectName, objAttr);
} catch (Exception e) {
e.printStackTrace();
}
return null;
}
public static void main(String[] args) {
KafkaJmxDemo kafkaJmxDemo = new KafkaJmxDemo("127.0.0.1:9999");
kafkaJmxDemo.init();
System.out.println(kafkaJmxDemo.getMsgInPerSec());
}
}
(2)獲取指定Topic、指定分區的LEO值
public long getTopicPatitionLeo(String topic, int partition) {
String objectName = "kafka.log:type=Log,name=LogEndOffset,topic=" + topic + ",partition=" + partition;
Object val = getAttribute(objectName, "Value");
if (val != null) {
return (long) (Long) val;
}
return 0L;
}
(3)監控指定Topic的消息流入的速度
public double getBrokerTopicMetrics(String topic) {
String objectName = "kafka.server:type=BrokerTopicMetrics," +
"name=BytesInPerSec,topic=" + topic;
Object val = getAttribute(objectName, "OneMinuteRate");
if (val != null) {
return (double) (Double) val;
}
return 0.0;
}
輸出
Kafka重要監控參數
(1)消息入站、出站速率
## 入站速率
kafka.server:type=BrokerTopicMetrics,name=BytesInPerSec
## 出站速率
kafka.server:type=BrokerTopicMetrics,name=BytesOutPerSec
屬性名 | 含義 |
---|---|
Count | broker處理過的總消息字節數 |
OneMinuteRate | 統計過去1分鍾內的消息速率 |
MeanRate | 統計平均消息速率 |
二、監控系統kafka-manager
注意每一行后面不要留空格。
[repositories]
local
aliyun: http://maven.aliyun.com/nexus/content/groups/public/
typesafe: http://repo.typesafe.com/typesafe/ivy-releases/, [organization]/[module]/(scala_[scalaVersion]/)(sbt_[sbtVersion]/)[revision]/[type]s/[artifact](-[classifier]).[ext], bootOnly
sonatype-oss-releases
maven-central
sonatype-oss-snapshots
Add Cluster時,會提示異常。
Yikes! Ask timed out on [ActorSelection[Anchor(akka://kafka-manager-system/), Path(/user/kafka-manager)]] after [5000 ms]. Message of type [kafka.manager.model.ActorModel$KMAddCluster]. A typical reason for `AskTimeoutException` is that the recipient actor didn't send a reply.
三、監控系統kafka-eagle
安裝參考
官方參考文檔:https://docs.kafka-eagle.org/
https://www.cnblogs.com/yinzhengjie/p/9957389.html
下載
wget https://github.com/smartloli/kafka-eagle-bin/archive/v1.2.0.tar.gz
效果圖
創建Topic
監控Broker的消息出入站速率
參考文檔
kafka-manager Github
Kafka集群管理工具kafka-manager的安裝使用
kafka manager的使用,kafka manager頁面參數說明
Kafka Manager幾個指標含義