kubernetes之收集集群的events，监控集群行为

一、概述

线上部署的k8s已经扛过了双11的洗礼，期间先是通过对网络和监控的优化顺利度过了双11并且表现良好。先简单介绍一下我们kubernetes的使用方式：

    物理机系统：Ubuntu-16.04（kernel 升级到4.17）

    kuberneets-version：1.13.2

    网络组件：calico（采用的是BGP模式+bgp reflector）

    kube-proxy：使用的是ipvs模式

    监控：prometheus+grafana

    日志： fluentd + ES

    metrics： metrics-server

    HPA：cpu + memory

    告警：钉钉

    CI/CD： gitlab-ci/gitlab-runner

    应用管理工具：helm、chartmuseum（不建议直接使用helm，helm charts可读性很差，学习成本较高）

    由于k8s、物理环境共存，需要打通通网络提供访问：kube-gateway

有的地方涉及到公司内部的东西不方便写出来，但是绝大部分在我之前的博客都有介绍，有兴趣的可以参考一下。

 

自己的反思：

开始的时候，k8s集群在线上跑了一段时间，但是我发现我对集群内部的变化没有办法把控的很清楚，比如某个pod被重新调度了、某个node节点上的imagegc失败了、某个hpa被触发了等等，而这些都是可以通过events拿到的，但是events并不是永久存储的，它包含了集群各种资源的状态变化，所以我们可以通过收集分析events来了解整个集群内部的变化，经过一番探索找到一个开源的eventrouter来收集events事件，经过一些改造使其符合我们的业务场景，更名为eventrouter-kafka（https://github.com/cuishuaigit/eventrouter-kafka）直接将修改配置直传kafka，而不是需要各种配置，感觉原版的配置有些繁琐不是很好用，而我们的日志也是走kafka队列的，减轻ES的写压力。现在的events收集流程：

eventrouter---->kafka---->logstash(过滤、解析)----->ES------elastalert---->钉钉

经过添加上面的收集events使k8s集群又完善了一步。

 

二、简述流程

1、部署eventrouter

eventrouter是使用golang写的，可以根据自己的需求二次开发，部署很简单，参考：https://github.com/cuishuaigit/eventrouter-kafka。这里就不细述了。

 

2、kafka集群

参考：https://github.com/cuishuaigit/k8s-kafka

 

3、logstash

现在相应版本的logstash，下载地址：https://www.elastic.co/guide/en/logstash/6.5/installing-logstash.html

然后进行配置，这里贴一下我的测试配置：

input{
   kafka{
      bootstrap_servers => ["kafka-0.kafka-svc.kafka.svc.cluster.local:9092,kafka-1.kafka-svc.kafka.svc.cluster.local:9092,kafka-2.kafka-svc.kafka.svc.cluster.local:9092"]
      client_id => "eventrouter-prod"
      #auto_offset_reset => "latest"
      group_id => "eventrouter"
      consumer_threads => 2
      #decorate_events  => true
      id => "eventrouter"
      topics => ["eventrouter"]
}
}


filter {
  if [message] =~ 'DNSConfigForming' {
     drop { }
  }
  json {
    source => "message"
  }
  mutate {
    remove_field => [ "message","old_event" ]
}
}


output{
 elasticsearch {
                        hosts => "10.4.9.28:9200"
                        index => "eventrouter-%{+YYYY-MM-dd}"
                 }
}

 

4、ES

version: '2'
services:
  elasticsearch:
    image: docker.elastic.co/elasticsearch/elasticsearch:6.5.1
    container_name: elasticsearch
    environment:
      - cluster.name=docker-cluster
      - bootstrap.memory_lock=true
      - "ES_JAVA_OPTS=-Xms4096m -Xmx4096m"

    ulimits:
      memlock:
        soft: -1
        hard: -1
    volumes:
      - /data/es1:/usr/share/elasticsearch/data
      - /data/backups:/usr/share/elasticsearch/backups
      - /data/longterm_backups:/usr/share/elasticsearch/longterm_backups
      - ./config/jvm.options:/usr/share/elasticsearch/config/jvm.options
    ports:
      - "9200:9200"
    networks:
      - esnet
#  elasticsearch2:
#    image: docker.elastic.co/elasticsearch/elasticsearch:6.5.1
#    container_name: elasticsearch2
#    environment:
#      - cluster.name=docker-cluster
#      - bootstrap.memory_lock=true
#      - "ES_JAVA_OPTS=-Xms512m -Xmx512m"
#      - "discovery.zen.ping.unicast.hosts=elasticsearch"
#    ulimits:
#      memlock:
#        soft: -1
#        hard: -1
#    volumes:
#      - /data/es2:/usr/share/elasticsearch/data
#    networks:
#      - esnet
  kibana:
    image: docker.elastic.co/kibana/kibana:6.5.1
    container_name: kibana
    environment:
      SERVER_NAME: kibana
      SERVER_HOST: "0.0.0.0"
      ELASTICSEARCH_URL: http://elasticsearch:9200
      XPACK_MONITORING_UI_CONATINER_ELASTICSEARCH_ENABLED: "true"
    volumes:
      - /data/plugin:/usr/share/kibana/plugin
      - /tmp/:/etc/archives
    ports:
      - "5601:5601"
    networks:
      - esnet
    depends_on:
      - elasticsearch
networks:
 esnet:
   driver: bridge

 

cat config/jvm.properties

## JVM configuration

################################################################
## IMPORTANT: JVM heap size
################################################################
##
## You should always set the min and max JVM heap
## size to the same value. For example, to set
## the heap to 4 GB, set:
##
## -Xms4g
## -Xmx4g
##
## See https://www.elastic.co/guide/en/elasticsearch/reference/current/heap-size.html
## for more information
##
################################################################

# Xms represents the initial size of total heap space
# Xmx represents the maximum size of total heap space

-Xms2g
-Xmx2g

################################################################
## Expert settings
################################################################
##
## All settings below this section are considered
## expert settings. Don't tamper with them unless
## you understand what you are doing
##
################################################################

## GC configuration
-XX:+UseConcMarkSweepGC
-XX:CMSInitiatingOccupancyFraction=75
-XX:+UseCMSInitiatingOccupancyOnly

## G1GC Configuration
# NOTE: G1GC is only supported on JDK version 10 or later.
# To use G1GC uncomment the lines below.
# 10-:-XX:-UseConcMarkSweepGC
# 10-:-XX:-UseCMSInitiatingOccupancyOnly
# 10-:-XX:+UseG1GC
# 10-:-XX:InitiatingHeapOccupancyPercent=75

## optimizations

# pre-touch memory pages used by the JVM during initialization
-XX:+AlwaysPreTouch

## basic

# explicitly set the stack size
-Xss1m

# set to headless, just in case
-Djava.awt.headless=true

# ensure UTF-8 encoding by default (e.g. filenames)
-Dfile.encoding=UTF-8

# use our provided JNA always versus the system one
-Djna.nosys=true

# turn off a JDK optimization that throws away stack traces for common
# exceptions because stack traces are important for debugging
-XX:-OmitStackTraceInFastThrow

# flags to configure Netty
-Dio.netty.noUnsafe=true
-Dio.netty.noKeySetOptimization=true
-Dio.netty.recycler.maxCapacityPerThread=0

# log4j 2
-Dlog4j.shutdownHookEnabled=false
-Dlog4j2.disable.jmx=true

-Djava.io.tmpdir=${ES_TMPDIR}

## heap dumps

# generate a heap dump when an allocation from the Java heap fails
# heap dumps are created in the working directory of the JVM
-XX:+HeapDumpOnOutOfMemoryError

# specify an alternative path for heap dumps; ensure the directory exists and
# has sufficient space
-XX:HeapDumpPath=data

# specify an alternative path for JVM fatal error logs
-XX:ErrorFile=logs/hs_err_pid%p.log

## JDK 8 GC logging

8:-XX:+PrintGCDetails
8:-XX:+PrintGCDateStamps
8:-XX:+PrintTenuringDistribution
8:-XX:+PrintGCApplicationStoppedTime
8:-Xloggc:logs/gc.log
8:-XX:+UseGCLogFileRotation
8:-XX:NumberOfGCLogFiles=32
8:-XX:GCLogFileSize=64m

# JDK 9+ GC logging
9-:-Xlog:gc*,gc+age=trace,safepoint:file=logs/gc.log:utctime,pid,tags:filecount=32,filesize=64m
# due to internationalization enhancements in JDK 9 Elasticsearch need to set the provider to COMPAT otherwise
# time/date parsing will break in an incompatible way for some date patterns and locals
9-:-Djava.locale.providers=COMPAT

# temporary workaround for C2 bug with JDK 10 on hardware with AVX-512
10-:-XX:UseAVX=2

 

5、elastalert

部署参考https://github.com/Yelp/elastalert.git

使用：

mkdir  /etc/elastalert

将clone的elastalert目录下面的config.yaml.example拷贝到上面创建的目录里面：

cpoy  elastalert/config.yaml.example     /etc/elastalert/config.yaml

只需要修改：

rules_folder、es_host、es_port，如果设置了用户密码，还需要修改。

 

创建rules

mkdir /etc/elastalert/rules

 

6、钉钉

创建机器人参考我其他的博客，获取token，下载钉钉plugin， https://github.com/xuyaoqiang/elastalert-dingtalk-plugin

将elastalert_modules拷贝到/etc/elastalert目录下面

cp  -r elastalert-dingtalk-plugin/elastalert_modules   /etc/elastalert/elastalert

 

rules example

# Alert when the rate of events exceeds a threshold

# (Optional)
# Elasticsearch host
es_host: 10.2.9.28

# (Optional)
# Elasticsearch port
es_port: 9200

# (OptionaL) Connect with SSL to Elasticsearch
#use_ssl: True

# (Optional) basic-auth username and password for Elasticsearch
#es_username: someusername
#es_password: somepassword

# (Required)
# Rule name, must be unique
name: Other event frequency rule

# (Required)
# Type of alert.
# the frequency rule type alerts when num_events events occur with timeframe time
type: frequency

# (Required)
# Index to search, wildcard supported
index: eventrouter-*

# (Required, frequency specific)
# Alert when this many documents matching the query occur within a timeframe
num_events: 5

# (Required, frequency specific)
# num_events must occur within this amount of time to trigger an alert
timeframe:
  #hours: 4
  minutes: 15
# (Required)
# A list of Elasticsearch filters used for find events
# These filters are joined with AND and nested in a filtered query
# For more info: http://www.elasticsearch.org/guide/en/elasticsearch/reference/current/query-dsl.html
filter:
#- term:
#    some_field: "some_value"
- query:
    query_string:
      query: "event.type: Warning NOT event.involvedObject.kind: Node"
# (Required)
# The alert is use when a match is found

#smtp_host: smtp.exmail.qq.com
#smtp_port: 25
#smtp_auth_file: /etc/elastalert/smtp_auth_file.yaml
#email_reply_to: ci@qq.com
#from_addr: ci@qq.com
realert:
  minutes: 5
exponential_realert:
  hours: 1

alert:
#- "email"
- "elastalert_modules.dingtalk_alert.DingTalkAlerter"
dingtalk_webhook: "https://oapi.dingtalk.com/robot/send?access_token=47194e6904c6e3133a9080980984444c8e5d7745e1f76c12cefa99c8c8ac718dd88d4c"
dingtalk_msgtype: "text"

alert_text_type: alert_text_only
alert_text: "
   ====elastalert message====


   EventTime>>:  {0}


   Event_involvedObject_name>>:  {1}


   Event_involvedObject_kind>>:  {2}


   Event_involvedObject_namespace>>:  {3}



   Message>>:  {4}


   Event_reason>>: {5}


   verb>>: {6}
"

alert_text_args:
- "@timestamp"
- event.involvedObject.name
- event.source.component
- event.involvedObject.namespace
- event.message
- event.reason
- verb
# (required, email specific)
# a list of email addresses to send alerts to
#email:
#- "ci@qq.com"

 

自己定制的告警消息格式：

alert:
#- "email"
- "elastalert_modules.dingtalk_alert.DingTalkAlerter"
dingtalk_webhook: "https://oapi.dingtalk.com/robot/send?access_token=47194e6904c6e3133a9080980984444c8e5d7745e1f76c12cefa99c8c8ac718dd88d4c"
dingtalk_msgtype: "text"

alert_text_type: alert_text_only
alert_text: "
   ====elastalert message====


   EventTime>>:  {0}


   Event_involvedObject_name>>:  {1}


   Event_involvedObject_kind>>:  {2}


   Event_involvedObject_namespace>>:  {3}



   Message>>:  {4}


   Event_reason>>: {5}


   verb>>: {6}
"

alert_text_args:
- "@timestamp"
- event.involvedObject.name
- event.source.component
- event.involvedObject.namespace
- event.message
- event.reason
- verb

详细信息参考官网：https://elastalert.readthedocs.io/en/latest/recipes/writing_filters.html#writingfilters