ELK日志分析系统实践

发布时间：2020-07-09 14:54:43 来源：网络阅读：16321 作者：IT技术栈栏目：大数据

一、ELK介绍

官网：

    https://www.elastic.co/cn/

中文指南

https://legacy.gitbook.com/book/chenryn/elk-stack-guide-cn/details

ELK Stack（5.0版本后）-->Elastic Stack相当于ELK Stack+Beats
ELK Stack包含：Elaticsearch、Logstash、Kibana
Elasticsearch是实时全文搜索和分析引擎，提供搜集、分析、存储数据三大功能；是一套REST和JAVA API开放且提供高效搜索功能，可扩展的分布式系统。它构建于Apache Lucene搜索引擎库之上。
Logstash用来采集(它支持几乎任何类型的日志，包括系统日志、错误日志和自定义应用程序日志)日志，把日志解析为json格式交给ElasticSearch
Kibana是一个基于Web图形界面，用于搜索、分析和可视化显示存储在 Elasticsearch指标中的日志数据。它利用Elasticsearch的REST接口来检索数据，不仅允许用户创建他们自己的数据的定制仪表板视图，还允许他们以特殊的方式查询和过滤数据
Beats是一个轻量级日志采集器，在早期的ELK架构中使用Logstash收集、解析日志，但是Logstash对内存、CPU、IO等资源消耗比较高，和Beates相比，Beates占用系统CPU、内存基本上可以忽略不计
x-pack对Elastic Stack提供了安全，警报，监控，报表于一身的扩展包，这块组件是收费的，并非开源

二、ELK架构

ELK日志分析系统实践

三、ELK安装

环境准备

1.配置节点互相解析
[root@node-11 ~]# cat /etc/hosts
127.0.0.1   localhost localhost.localdomain localhost4 localhost4.localdomain4
::1         localhost localhost.localdomain localhost6 localhost6.localdomain6
10.71.11.1  node-1
10.71.11.2  node-2
10.71.11.11 node-11

2.每个节点安装jdk

[root@node-11 ~]# yum install -y java-1.8.0-openjdk

查看jdk版本

[root@node-1 ~]# java -version
java version "1.8.0_161"
Java(TM) SE Runtime Environment (build 1.8.0_161-b12)
Java HotSpot(TM) 64-Bit Server VM (build 25.161-b12, mixed mode)

特别说明：目前logstash不支持java9

安装Elasticsearch

注：三个节点都执行以下命令

导入key

rpm --import https://artifacts.elastic.co/GPG-KEY-elasticsearch

配置yum源

[root@node-1 ~]#  vi /etc/yum.repos.d/elastic.repo
[elasticsearch-6.x]
name=Elasticsearch repository for 6.x packages
baseurl=https://artifacts.elastic.co/packages/6.x/yum
gpgcheck=1
gpgkey=https://artitacts.elastic.co/GPG-KEY-elasticsearch
enabled=1
autorefresh=1
type=rpm-md

更新缓存

yum makecache

考虑到软件包下载速度较慢，采用rpm包安装elasticsearch

rpm下载地址：

https://www.elastic.co/downloads/elasticsearch

把下载的rpm包上传到节点且安装

rpm -ivh  elasticsearch-6.2.3.rpm

编辑/etc/elasticsearch/elasticsearch.yml，增加或者修改以下参数

##定义elk集群名字、节点名字
cluster.name: cluster_elk  
node.name: node-1   
node.master: true
node.data: false

#定义主机名IP和端口
network.host: 10.71.11.1
http.port: 9200

##定义集群节点
discovery.zen.ping.unicast.hosts: ["node-1","node-2","node-11"]

把node-1上的配置文件/etc/elasticsearch/elasticsearch.yml拷贝到node-2和node-11

[root@node-1 ~]# scp !$ node-2:/tmp/
scp /etc/elasticsearch/elasticsearch.yml node-2:/tmp/
elasticsearch.yml                                                                                                          100% 3001     3.6MB/s   00:00    
[root@node-1 ~]# scp /etc/elasticsearch/elasticsearch.yml node-11:/tmp/
root@node-11's password:
elasticsearch.yml     
[root@node-11 yum.repos.d]# cp /tmp/elasticsearch.yml /etc/elasticsearch/elasticsearch.yml
cp: overwrite ‘/etc/elasticsearch/elasticsearch.yml’? y
[root@node-11 yum.repos.d]# vim /etc/elasticsearch/elasticsearch.yml

在node-2上编辑/etc/elasticsearch/elasticsearch.yml

# ---------------------------------- Cluster -----------------------------------
#
# Use a descriptive name for your cluster:
#
#cluster.name: my-application
cluster.name: cluster_elk
# ------------------------------------ Node ------------------------------------
#
# Use a descriptive name for the node:
#
#node.name: node-1
node.name: node-2
node.master: false
node.data: true
# Add custom attributes to the node:
#
#node.attr.rack: r1
#
# ----------------------------------- Paths ------------------------------------
#
# Path to directory where to store the data (separate multiple locations by comma):
#
path.data: /var/lib/elasticsearch
#
# Path to log files:
#
path.logs: /var/log/elasticsearch
#
# ---------------------------------- Network -----------------------------------
#
# Set the bind address to a specific IP (IPv4 or IPv6):
#
network.host: 10.71.11.2
# Set a custom port for HTTP:
#
http.port: 9200
#
# For more information, consult the network module documentation.
#
# --------------------------------- Discovery ----------------------------------
#
# Pass an initial list of hosts to perform discovery when new node is started:
# The default list of hosts is ["127.0.0.1", "[::1]"]
#
#discovery.zen.ping.unicast.hosts: ["host1", "host2"]
**discovery.zen.ping.unicast.hosts: ["node-1","node-2","node-11"]**
# Prevent the "split brain" by configuring the majority of nodes (total number of master-eligible nodes / 2 + 1):
#
#discovery.zen.minimum_master_nodes: 
#
# For more information, consult the zen discovery module documentation.
#
# ---------------------------------- Gateway -----------------------------------

同理修改node-11上的/etc/elasticsearch/elasticsearch.yml 配置文件

在node-1上启动elasticsearch

[root@node-1 ~]# systemctl start elasticsearch
[root@node-1 ~]# systemctl status  elasticsearch
● elasticsearch.service - Elasticsearch
   Loaded: loaded (/usr/lib/systemd/system/elasticsearch.service; enabled; vendor preset: disabled)
   Active: active (running) since Thu 2018-04-12 21:11:28 CST; 12s ago
     Docs: http://www.elastic.co
Main PID: 17297 (java)
    Tasks: 67
   Memory: 1.2G
   CGroup: /system.slice/elasticsearch.service
           └─17297 /bin/java -Xms1g -Xmx1g -XX:+UseConcMarkSweepGC -XX:CMSInitiatingOccupancyFraction=75 -XX:+UseCMSInitiatingOccupancyOnly -XX:+AlwaysPre...

Apr 12 21:11:28 node-1 systemd[1]: Started Elasticsearch.
Apr 12 21:11:28 node-1 systemd[1]: Starting Elasticsearch...

查看集群日志

[root@node-1 ~]# tail -f /var/log/elasticsearch/cluster_elk.log
[2018-04-12T21:11:34,704] [INFO ] [o.e.d.DiscoveryModule    ] [node-1] using discovery type [zen]
[2018-04-12T21:11:35,187] [INFO ] [o.e.n.Node               ]  [node-1] initialized
[2018-04-12T21:11:35,187] [INFO ] [o.e.n.Node               ] [node-1] starting ...
[2018-04-12T21:11:35,370] [INFO ] [o.e.t.TransportService   ] [node-1] publish_address {10.71.11.1:9300}, bound_addresses {10.71.11.1:9300}
[2018-04-12T21:11:35,380] [INFO ] [o.e.b.BootstrapChecks    ] [node-1] bound or publishing to a non-loopback address, enforcing bootstrap checks
[2018-04-12T21:11:38,423] [INFO ] [o.e.c.s.MasterService    ] [node-1] zen-disco-elected-as-master ([0] nodes joined), reason: new_master {node-1}{PVxBZmElTXOHkzavFVFEnA}{xsTmwB7MTwu-8cwwALyTPA}{10.71.11.1}{10.71.11.1:9300}
[2018-04-12T21:11:38,428] [INFO ] [o.e.c.s.ClusterApplierService] [node-1] new_master {node-1}{PVxBZmElTXOHkzavFVFEnA}{xsTmwB7MTwu-8cwwALyTPA}{10.71.11.1}{10.71.11.1:9300}, reason: apply cluster state (from master [master {node-1}{PVxBZmElTXOHkzavFVFEnA}{xsTmwB7MTwu-8cwwALyTPA}{10.71.11.1}{10.71.11.1:9300} committed version [1] source [zen-disco-elected-as-master ([0] nodes joined)]])
[2018-04-12T21:11:38,442] [INFO ] [o.e.h.n.Netty4HttpServerTransport] [node-1] publish_address {10.71.11.1:9200}, bound_addresses {10.71.11.1:9200}
[2018-04-12T21:11:38,442] [INFO ] [o.e.n.Node               ] [node-1] started
[2018-04-12T21:11:38,449] [INFO ] [o.e.g.GatewayService     ] [node-1] recovered [0] indices into cluster_state

在主节点查看集群健康状态

[root@node-1 ~]# curl '10.71.11.1:9200/_cluster/health?pretty'
{
  "cluster_name" : "cluster_elk",
  "status" : "green",
  "timed_out" : false,
  "number_of_nodes" : 1,
  "number_of_data_nodes" : 0,
  "active_primary_shards" : 0,
  "active_shards" : 0,
  "relocating_shards" : 0,
  "initializing_shards" : 0,
  "unassigned_shards" : 0,
  "delayed_unassigned_shards" : 0,
  "number_of_pending_tasks" : 0,
  "number_of_in_flight_fetch" : 0,
  "task_max_waiting_in_queue_millis" : 0,
  "active_shards_percent_as_number" : 100.0
}

在node-1点查看集群的详细信息


[root@node-1 ~]# curl '10.71.11.1:9200/_cluster/state?pretty'
{
  "cluster_name" : "cluster_elk",
  "compressed_size_in_bytes" : 226,
  "version" : 2,
  "state_uuid" : "-LLN7fEYQJiKZSLqitdOvQ",
  "master_node" : "PVxBZmElTXOHkzavFVFEnA",
  "blocks" : { },
  "nodes" : {
    "PVxBZmElTXOHkzavFVFEnA" : {
      "name" : "node-1",
      "ephemeral_id" : "xsTmwB7MTwu-8cwwALyTPA",
      "transport_address" : "10.71.11.1:9300",
      "attributes" : { }
    }
  },
  "metadata" : {
    "cluster_uuid" : "LaaRmRfRTfOY-ApuNz_nfA",
    "templates" : { },
    "indices" : { },
    "index-graveyard" : {
      "tombstones" : [ ]
    }
  },
  "routing_table" : {
    "indices" : { }
  },
  "routing_nodes" : {
    "unassigned" : [ ],
    "nodes" : { }
  },
  "snapshots" : {
    "snapshots" : [ ]
  },
  "restore" : {
    "snapshots" : [ ]
  },
  "snapshot_deletions" : {
    "snapshot_deletions" : [ ]
  }
}

安装kibana

注：在node-1节点执行

yum install -y kibana

说明:使用yum安装速度相对较慢，所以使用rpm包安装

下载kibana-6.2.3-x86_64 .rpm并上传到node-1节点安装kibana

https://www.elastic.co/downloads/kibana

[root@node-1 ~]# rpm -ivh kibana-6.2.3-x86_64.rpm
Preparing...                          ################################# [100%]
    package kibana-6.2.3-1.x86_64 is already installed

编辑/etc/kibana/kibana.yml

server.port :    5601   ##配置监听端口，默认监听5601端口

server.host: "10.71.11.1"    ##配置服务主机名或者IP，需要注意的是，如果没有安装x-pack组件，就不能设置kibana登录用户和密码，而这里的IP又是配置公网IP的话，任何人都能登录kibana，如果这里配置的IP为内网IP和port，要保证能从公网能登录kibana的话，可以使用nginxu做代理实现

elasticsearch.url: "http://10.71.11.1:9200"      ##配置kibana和elasticsearch通信

logging.dest: /var/log/kibana.log    ##默认情况下，kibana的日志是在/var/log/message/下。也可以自定义kibana.log路径/var/log/kibana.log

启动kibana服务

[root@node-1 ~]# systemctl start  kibana
[root@node-1 ~]# ps aux |grep kibana
kibana     650  109  0.0 944316 99684 ?        Rsl  10:59   0:02 /usr/share/kibana/bin/../node/bin/node --no-warnings /usr/share/kibana/bin/../src/cli -c /etc/kibana/kibana.yml
root       659  0.0  0.0 112660   976 pts/6    S+   10:59   0:00 grep --color=auto kib

在浏览器上访问Kibana：http://10.71.11.1:5601/
ELK日志分析系统实践

安装logstash

注：无特使说明，以下操作在node-2上完成

下载logstash-6.2.3 .rpm并上传到node-2

https://www.elastic.co/downloads/logstash

安装logstash服务

[root@node-2 ~]# ls logstash-6.2.3.rpm
logstash-6.2.3.rpm
[root@node-2 ~]# rpm -ivh logstash-6.2.3.rpm
Preparing...                          ################################# [100%]
Updating / installing...
   1:logstash-1:6.2.3-1               ################################# [100%]
Using provided startup.options file: /etc/logstash/startup.options
Successfully created system startup script for Logstash

配置logstash收集syslog日志

编辑/etc/logstash/conf.d/syslog.conf

input{
         syslog{
                     type =>"system-syslog"
                     port => 10514

  }
}
output{
            stdout{
                        codec=>rubydebug
    }
}

检测配置文件语法错误


[root@node-2 ~]# cd /usr/share/logstash/bin/
[root@node-2 bin]#  ./logstash --path.settings /etc/logstash/ -f /etc/logstash/conf.d/syslog.conf --config.test_and_exit
 Sending Logstash's  logs to /var/log/logstash which is now configured via log4j2.properties
Configuration OK

参数说明：
--path.settings /etc/logstash/ 指定logstash配置文件路径
-f 指定自定义的配置文件

检查是否开启10514监听端口

编辑/etc/rsyslog.conf，在####RULES####添加下面的配置

[root@node-2 ~]# vi /etc/rsyslog.conf
*.*  @@10.71.11.2:10514

ELK日志分析系统实践

执行logstash启动命令后，命令行终端不会返回数据，这个和配置etc/logstash/conf.d/syslog.conf定义的函数有关
ELK日志分析系统实践

此时需要重新复制node-2的ssh终端，在新的ssh终端重启rsyslog.service

[root@node-2 ~]# systemctl restart rsyslog.service

在新的ssh终端执行ssh node-2命令后
ELK日志分析系统实践
在另外一个node-2的ssh终端会看到有日志信息输出，说明配置logstash收集系统日志成功

以下操作在node-2执行

编辑/etc/logstash/conf.d/syslog.conf

input{
      syslog{
             type =>"system-syslog"
             port => 10514
  }
}
output{
      elasticsearch {
                             hosts => ["10.71.11.1:9200"]
                             index => "system-syslog-%{+YYY.MM}"  ##定义索引
  }
}

验证配置文件语法是否错误

[root@node-2 ~]# ./logstash --path.settings /etc/logstash/ -f /etc/logstash/conf.d/syslog.conf --config.test_and_exit

修改logstash目录权限属主和属组

[root@node-2 bin]# chown -R logstash /var/lib/logstash

因为logstash服务过程需要一些时间，当服务启动成功后，9600和10514端口都会被监听
ELK日志分析系统实践

说明：logstash服务日志路径

/var/log/logstash/logstash-plain.log

在Kibana上配置收集的日志

ELK日志分析系统实践

先在elasticsearch上查看数据索引
编辑node-2上的/etc/logstash/logstash.yml，添加

http.host: "10.71.11.2"

ELK日志分析系统实践

在node-1上执行下面命令获取索引信息

[root@node-1 ~]# curl '10.71.11.1:9200/_cat/indices?v'
health status index                 uuid                   pri rep docs.count docs.deleted store.size pri.store.size
yellow open   system-syslog-2018.04 3Za0b5rBTYafhsxQ-A1P-g   5   1

说明：成功生成索引，说明es和logstash通信正常

获取索引的详细信息

[root@node-1 ~]# curl '10.71.11.1:9200/indexname?pretty'
{
  "error" : {
    "root_cause" : [
      {
        "type" : "index_not_found_exception",
        "reason" : "no such index",
        "resource.type" : "index_or_alias",
        "resource.id" : "indexname",
        "index_uuid" : "_na_",
        "index" : "indexname"
      }
    ],
    "type" : "index_not_found_exception",
    "reason" : "no such index",
    "resource.type" : "index_or_alias",
    "resource.id" : "indexname",
    "index_uuid" : "_na_",
    "index" : "indexname"
  },
  "status" : 404
}

收集nginx日志配置

使用Beats采集日志

向AI问一下细节

ELK日志分析系统实践

一、ELK介绍

二、ELK架构

三、ELK安装

环境准备

安装Elasticsearch

安装kibana

安装logstash

配置logstash收集syslog日志

在Kibana上配置收集的日志

收集nginx日志配置

使用Beats采集日志

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