es/Logstash.md
2025-05-05 21:30:53 +08:00

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Logstash


一:基本概念

1. Logstash 简介

Logstash 是 Elastic Stack 的中央数据流引擎,用于收集、丰富和统一所有数据,而不管格式或模式。

相当与ElasticsearchKibana及 Beats 共同使用的时候便会拥有特别强大的实时处理能力。

2. Logstash 原理

Logstash 管道中的每个输入阶段都在其自己的线程中运行。输入将事件写入位于内存(默认)或磁盘上的中央队列。每个管道工作线程从此队列中取出一批事件,通过配置的过滤器运行这批事件,然后通过任何输出运行过滤后的事件。批次的大小和管道工作线程的数量是可配置的。

默认情况下Logstash 使用管道阶段(输入 → 过滤器和过滤器 → 输出)之间的内存有界队列来缓冲事件。如果 Logstash 不安全地终止,则存储在内存中的所有事件都将丢失。为了防止数据丢失,您可以启用 Logstash 将传输中的事件保存到磁盘。

二:安装部署

1. 下载安装包

官网:Past Releases of Elastic Stack Software | Elastic

[root@logstash ~]# wget https://artifacts.elastic.co/downloads/logstash/logstash-8.13.4-linux-x86_64.tar.gz

2. 解压安装

[root@logstash ~]# tar xf logstash-8.13.4-linux-x86_64.tar.gz -C /usr/local/
[root@logstash ~]# mv /usr/local/logstash-8.13.4/ /usr/local/logstash

3. 配置环境

[root@logstash ~]# vim /etc/profile
JAVA_HOME=/usr/local/logstash/jdk
PATH=$PATH:$JAVA_HOME/bin
export JAVA_HOME PATH
[root@logstash ~]# source /etc/profile
[root@logstash ~]# java -version
openjdk version "17.0.11" 2024-04-16
OpenJDK Runtime Environment Temurin-17.0.11+9 (build 17.0.11+9)
OpenJDK 64-Bit Server VM Temurin-17.0.11+9 (build 17.0.11+9, mixed mode, sharing)

4. 数据流向

5. 模拟运行

输入和输出都来自于终端

[root@logstash ~]# /usr/local/logstash/bin/logstash -e 'input { stdin { } } output { stdout {} }'
nihao (INPUT)
{
      "@version" => "1",
       "message" => "nihao (INPUT)",
    "@timestamp" => 2025-05-04T08:54:48.278302130Z,
         "event" => {
        "original" => "nihao (INPUT)"
    },
          "host" => {
        "hostname" => "logstash"
    }
}

输入来自终端输出到ES集群

Elasticsearch 从8.0开始, 默认开启了SSL安全验证

因此我们需要为 Logstash 配置身份验证凭据才能建立与 Elasticsearch 集群的通信

Logstash创建目录存储Elasticsearch的CA证书

[root@logstash ~]# mkdir /usr/local/logstash/config/certs

Elasticsearch中将证书拷贝到Logstash

[root@logstash ~]# scp 192.168.159.131:/usr/local/elasticsearch/config/certs/elasticsearch-ca.pem /usr/local/logstash/config/certs/

创建Logstash采集数据配置文件

[root@logstash ~]# vim /opt/stdin.conf
input {
    stdin{}
}
output {
    elasticsearch {
        index => "stdin_logstash"
        hosts => [ "https://192.168.159.131:9200" ]
        cacert => "/usr/local/logstash/config/certs/elasticsearch-ca.pem"
        user => "elastic"
        password => "123456"
    }
}

执行Logstash

[root@logstash ~]# /usr/local/logstash/bin/logstash -f /opt/stdin.conf
hello world
hello wxin
nice to meet you

ES插件查看索引信息

输入来自日志文件输出到ES集群

此处只展示Logstash配置文件

[root@logstash ~]# vim /opt/nginx_access_logstash.conf
input {
        file {
                path => "/var/log/nginx/access.log"
                start_position => "beginning"
        }
}
output {
        elasticsearch {
                index => "nginx_access_logstash"
                hosts => [ "https://192.168.159.131:9200" ]
                cacert => "/usr/local/logstash/config/certs/elasticsearch-ca.pem"
                user => "elastic"
                password => "123456"
        }
}

ES插件展示索引

Kibana展示数据

输入来自日志多文件输出到ES集群

Logstash采集配置文件

[root@logstash ~]# vim /opt/files.conf
input {
        file {
                path => "/var/log/message"
                type => "system"
                start_position => "beginning"
        }
}
input {
        file {
                path => "/var/log/yum.log"
                type => "safeware"
                start_position => "beginning"
        }
}
output {
        if [type] == 'system' {
                elasticsearch {
                        index => "system-%{+YYYY.MM.dd}"
                        hosts => [ "https://192.168.159.131:9200" ]
                        cacert => "/usr/local/logstash/config/certs/elasticsearch-ca.pem"
                        user => "elastic"
                        password => "123456"
                }
        }
        if [type] == 'safeware' {
                elasticsearch {
                        index => "safeware-%{+YYYY.MM.dd}"
                        hosts => [ "https://192.168.159.131:9200" ]
                        cacert => "/usr/local/logstash/config/certs/elasticsearch-ca.pem"
                        user => "elastic"
                        password => "123456"
                }
        }
}

ES插件展示索引

三:数据过滤

1. 插件 grok 简介

  • grok插件有非常强大的功能他能匹配一切数据但是他的性能和对资源的损耗同样让人诟病
  • filter的grok是目前logstash中解析非结构化日志数据最好的方式
  • grok位于正则表达式之上所以任何正则表达式在grok中都是有效的

官网地址:

正则:https://github.com/logstash-plugins/logstash-patterns-core/blob/main/patterns/ecs-v1/grok-patterns

2. 语法格式

  • Grok 模式的语法是:%{SYNTAX:SEMANTIC}
  • SYNTAX将与您的文本匹配的模式的名称
  • SEMANTIC您为匹配的文本片段指定的标识符

3. 应用案例

针对nginx的访问日志获取对应的IP地址

Logstash采集数据配置文件

[root@logstash ~]# vim /opt/grok_nginx_access_logstash.conf
input {
        file {
                path => "/var/log/nginx/access.log"
                start_position => "beginning"
        }
}
filter {
        grok {
                match => {
                        "message" => "%{IP:remote_addr}"
                }
        }
}
output {
        elasticsearch {
                index => "grok_nginx_access_logstash"
                hosts => [ "https://192.168.159.131:9200" ]
                cacert => "/usr/local/logstash/config/certs/elasticsearch-ca.pem"
                user => "elastic"
                password => "123456"
        }
}

执行:

[root@logstash ~]# /usr/local/logstash/bin/logstash -f /opt/grok_nginx_access_logstash.conf

ES插件确认索引

Kibana查看新字段

针对nginx的访问日志对应生成新的字段

Logstash采集数据配置文件

[root@logstash ~]# vim /opt/grok_nginx_access_logstash.conf
input {
        file {
                path => "/var/log/nginx/access.log"
                start_position => "beginning"
        }
}
filter {
        grok {
                match => {
                        "message" => "%{IPORHOST:client_ip} - %{DATA:user} \[%{HTTPDATE:timestamp}\] \"%{WORD:method} %{DATA:request} HTTP/%{NUMBER:httpversion}\" %{NUMBER:response_code} %{NUMBER:bytes_sent} \"%{DATA:referrer}\" \"%{DATA:user_agent}\""
                }
        }
        date {
                match => [ "timestamp", "dd/MM/YYYY:HH:mm:ss Z" ]
        }
}
output {
        elasticsearch {
                index => "grok_nginx_access_logstash"
                hosts => [ "https://192.168.159.131:9200" ]
                cacert => "/usr/local/logstash/config/certs/elasticsearch-ca.pem"
                user => "elastic"
                password => "123456"
        }
}

Kibana查看新字段