当前位置:首页 > 科技新闻 > 数据库 > 正文

ELK收集MySQL慢日志并告警
2021-10-22 09:58:08


ELK收集MySQL慢日志并告警

采用的是filebeat采集日志,Redis做日志存储,logstash消费处理日志,将处理过的日志存储到ESkibana做日志展示,Elastalert做监控告警长时间的慢日志。

1. ELK架构的安装​

2. Elastalert 安装

2.1 官方Git代码

采用的是Docker方式部署

[root@centos2 opt]# git clone https://github.com/Yelp/elastalert.git
[root@centos2 opt]# cd elastalert
[root@centos2 elastalert]# ls
changelog.md docs Makefile requirements.txt tests
config.yaml.example elastalert pytest.ini setup.cfg tox.ini
docker-compose.yml example_rules README.md setup.py
Dockerfile-test LICENSE requirements-dev.txt supervisord.conf.example
# 创建Dockerfile
[root@centos2 elastalert]# cat Dockerfile
FROM ubuntu:latest

RUN apt-get update && apt-get upgrade -y
RUN apt-get -y install build-essential python3 python3-dev python3-pip libssl-dev git

WORKDIR /home/elastalert

ADD requirements*.txt ./
RUN pip3 install -r requirements-dev.txt

# 编译容器
[root@centos2 elastalert]# docker build -t elastalert:1 .
[root@centos2 elastalert]# docker run -itd --name elastalert -v `pwd`/:/home/elastalert/ elastalert:1
[root@centos2 elastalert]# docker exec -it elastalert bash
root@45f77d2936d4:/home/elastalert# pip install elastalert


2.2 集成Git代码

因官方的docker代码多年未更新,导致很多问题,而且也为集成钉钉插件,所我特根据我个人的需求,集成了钉钉插件后,并重写了​​Dockerfile​​。我已将相关文件上传到我的gitee,并与官方代码合成,有需要的直接拉即可。

git clone https://gitee.com/rubbishes/elastalert-dingtalk.git
cd elastalert
docker build -t elastalert:1 .
docker run -itd --name elastalert -v `pwd`/:/home/elastalert/ elastalert:1


3.配置

3.1 filebeat配置

[root@mysql-178 filebeat-7.6.0-linux-x86_64]# vim filebeat.yml 

#=========================== Filebeat inputs =============================

filebeat.inputs:

- type: log

# Change to true to enable this input configuration.
enabled: true

# Paths that should be crawled and fetched. Glob based paths.
paths:
- /usr/local/mysql/data/mysql-178-slow.log
#- c:programdataelasticsearchlogs*

# Exclude lines. A list of regular expressions to match. It drops the lines that are
# matching any regular expression from the list.
#exclude_lines: ['^# Time']
exclude_lines: ['^# Time|^/usr/local/mysql/bin/mysqld|^Tcp port|^Time']
multiline.pattern: '^# Time|^# User'
multiline.negate: true
multiline.match: after
#配置filebeat是否重头开始读取日志,默认是重头开始的。
#tail_files: true
tags: ["mysql-slow-log"]

#============================= Filebeat modules ===============================

filebeat.config.modules:
# Glob pattern for configuration loading
path: ${path.config}/modules.d/*.yml

# Set to true to enable config reloading
reload.enabled: ture

# Period on which files under path should be checked for changes
reload.period: 10s

#==================== Elasticsearch template setting ==========================

setup.template.settings:
index.number_of_shards: 1
#index.codec: best_compression
#_source.enabled: false

#================================ General =====================================

# The name of the shipper that publishes the network data. It can be used to group
# all the transactions sent by a single shipper in the web interface.
name: 10.228.81.178

#============================== Dashboards =====================================
# These settings control loading the sample dashboards to the Kibana index. Loading
# the dashboards is disabled by default and can be enabled either by setting the
# options here or by using the `setup` command.
#setup.dashboards.enabled: false

# The URL from where to download the dashboards archive. By default this URL
# has a value which is computed based on the Beat name and version. For released
# versions, this URL points to the dashboard archive on the artifacts.elastic.co
# website.
#setup.dashboards.url:

#============================== Kibana =====================================

# Starting with Beats version 6.0.0, the dashboards are loaded via the Kibana API.
# This requires a Kibana endpoint configuration.
setup.kibana:

# Kibana Host
# Scheme and port can be left out and will be set to the default (http and 5601)
# In case you specify and additional path, the scheme is required: http://localhost:5601/path
# IPv6 addresses should always be defined as: https://[2001:db8::1]:5601
#host: "localhost:5601"

# Kibana Space ID
# ID of the Kibana Space into which the dashboards should be loaded. By default,
# the Default Space will be used.
#space.id:

#================================ Outputs =====================================

# Configure what output to use when sending the data collected by the beat.

#-------------------------- Elasticsearch output ------------------------------
#output.elasticsearch:
# Array of hosts to connect to.
# hosts: ["localhost:9200"]

# Protocol - either `http` (default) or `https`.
#protocol: "https"

# Authentication credentials - either API key or username/password.
#api_key: "id:api_key"
#username: "elastic"
#password: "changeme"

#----------------------------- Logstash output --------------------------------
#output.logstash:
# The Logstash hosts
# hosts: ["localhost:5044"]

# Optional SSL. By default is off.
# List of root certificates for HTTPS server verifications
#ssl.certificate_authorities: ["/etc/pki/root/ca.pem"]

# Certificate for SSL client authentication
#ssl.certificate: "/etc/pki/client/cert.pem"

# Client Certificate Key
#ssl.key: "/etc/pki/client/cert.key"

#================================ Processors =====================================

# Configure processors to enhance or manipulate events generated by the beat.

processors:
- add_host_metadata: ~
- add_cloud_metadata: ~
- add_docker_metadata: ~
- add_kubernetes_metadata: ~
#删除字段
- drop_fields:
fields: ["beat","offset", "prospector"]

#================================ Logging =====================================

# Sets log level. The default log level is info.
# Available log levels are: error, warning, info, debug
# 刚开始调试的时候可以开启debug模式,后期注释了就行了
#logging.level: debug

# At debug level, you can selectively enable logging only for some components.
# To enable all selectors use ["*"]. Examples of other selectors are "beat",
# "publish", "service".
#logging.selectors: ["*"]

#================================= Migration ==================================

# This allows to enable 6.7 migration aliases
#migration.6_to_7.enabled: true
#输出到Redis
output.redis:
hosts: ["10.228.81.51:6379"]
password: "123456"
db: "1"
key: "mysqllog"
timeout: 5
datatype: list


3.2 logstash配置

建议使用docker与二进制方式部署,rpm包部署的时候提示不支持ruby语句。


input {
redis {
host => "10.228.81.51"
port => 6379
password => "123456"
db => "1"
data_type => "list"
key => "mysqllog"
}
}
filter {
json {
source => "message"
}

grok {
match => [ "message" , "(?m)^#s+User@Host:s+%{USER:user}[[^]]+]s+@s+(?:(?<clienthost>S*) )?[(?:%{IPV4:clientip})?]s+Id:s+%{NUMBER:row_id:int} #s+Query_time:s+%{NUMBER:query_time:float}s+Lock_time:s+%{NUMBER:lock_time:float}s+Rows_sent:s+%{NUMBER:rows_sent:int}s+Rows_examined:s+%{NUMBER:rows_examined:int} s*(?:use %{DATA:database};s* )?SETs+timestamp=%{NUMBER:timestamp}; s*(?<sql>(?<action>w+).*;)s*(?: #s+Time)?.*$" ]
}
#替换时间戳
date {
locale => "en"
match => ["timestamp","UNIX"]
target => "@timestamp"
}
#因MySQL使用的是UTC时间跟我们的时间差八小时,所以我们需要将时间戳加8小时再传给ES
ruby {
code => "event.set('timestamp', event.get('@timestamp').time.localtime + 8*3600)"
}

}

output {
stdout {
#开启debug模式,调试的时候使用,调试完成后建议关闭,不然日志输出真的大,特别在监控mysql-binglog那种的时候
codec => rubydebug
}
# 这里判断tags标签是否等于 mysql-slow-log,如果是则输出到es,并生成索引为 mysql-slow-log-年月日
if [tags][0] == "mysql-slow-log" {
elasticsearch {
hosts => ["10.228.81.51:9200"]
index => "%{[tags][0]}-%{+YYYY.MM.dd}"
}
}
}


3.3 Elastalert 配置

3.3.1 config.yaml 配置

先复制一下默认的

cp config.yaml.example config.yaml


然后酌情修改,如下

# 主要是配置es的地址与端口,其他的无需配置
# This is the folder that contains the rule yaml files
# Any .yaml file will be loaded as a rule
rules_folder: example_rules

run_every:
minutes: 1

buffer_time:
minutes: 15
# The Elasticsearch hostname for metadata writeback
# Note that every rule can have its own Elasticsearch host
es_host: 10.228.81.51

# The Elasticsearch port
es_port: 9200


# The index on es_host which is used for metadata storage
# This can be a unmapped index, but it is recommended that you run
# elastalert-create-index to set a mapping
writeback_index: elastalert_status
writeback_alias: elastalert_alerts

# If an alert fails for some reason, ElastAlert will retry
# sending the alert until this time period has elapsed
alert_time_limit:
days: 2


通过我的Git拉取的,直接修改config.yaml 文件配置即可,修改点与上大同。

3.3.2 rule.yaml配置

这主要是配置你的告警规则的

钉钉通知

cd example_rules
cat mysql_rule.yaml
# 配置es的主机与端口
es_host: 10.228.81.51
es_port: 9200
#不使用https协议
use_ssl: False
#定义规则唯一标识,需要唯一性。
name: My-Product Exception Alert
# 指定规则类型
## 支持any,blacklist,whitelist,change,frequency,spike,flatline,new_term,cardinality 类型
### frequency:
type: frequency在相同 query_key条件下,timeframe 范围内有num_events个被过滤出 来的异常;
# 指定索引名,支持通配符,正则匹配与kibana中一样
index: mysql-*
#时间出发的次数
num_events: 1
#和num_events参数关联,也就是说在5分钟内触发1次会报警
timeframe:
minutes: 5
# 设置告警规则
filter:
- query:
query_string:
# 这里的语法使用的 es中的查询语法,测试的时候可以使用kibana中的查询来过滤出自己想要的内容,然后粘贴至此
query: "user:eopuser OR user:root"
# 指定需要的字段,如果不指定的话默认是所有字段
include: ["message","clientip","query_time"]
# 告警方式,我这里使用的是钉钉,支持email与企业微信
alert:
- "elastalert_modules.dingtalk_alert.DingTalkAlerter"
# 配置你机器人的api
dingtalk_webhook: "https://oapi.dingtalk.com/robot/send?access_token=96eabeeaf956bb26128fed1259cxxxxxxxxxxfa6b2baeb"
# 钉钉标题,也是机器的关键字
dingtalk_msgtype: "text"
#alert_subject: "test"
# 指定内容格式
alert_text: "
text: 1
IP: {}
QUERYTIME: {}
"
alert_text_args:
- clientip
- query_time


邮件通知

# 与钉钉没多大区别就是需要配置一下 email的一些相关信息
root@45f77d2936d4:/home/elastalert/example_rules# cat myrule_email.yaml
es_host: 10.228.81.51
es_port: 9200
use_ssl: False
#name属性要求唯一,这里最好能标示自己的产品
name: My-Product Exception Alert
#类型,我选择任何匹配的条件都发送邮件警告
type: any
#需要监控的索引,支持通配
index: mysql-*
num_events: 50
timeframe:
hours: 4
filter:
- query:
query_string:
query: "user:eopuser OR user:root"
#email的警告方式
alert:
- "email"
#增加邮件内容
alert_text: "test"
#SMTP协议的邮件服务器相关配置(我这里是阿里企业邮箱)
smtp_host: smtp.mxhichina.com
smtp_port: 25
#用户认证文件,需要user和password两个属性
smtp_auth_file: smtp_auth_file.yaml
email_reply_to: test@test.com
from_addr: test@test.com

#需要接受邮件的邮箱地址列表
email:
- "test@test.com"
# 因为我们的账号与密码也写在了yaml文件中了,所以我们需要在同级目录下配置一下
root@45f77d2936d4:/home/elastalert/example_rules# cat smtp_auth_file.yaml
user: "test@test.com"
password: "123456"


注意: 如果是使用我的代码构建的,需修改 ​​example_rules/myrule.yaml​​ 规则文件,其他规则名无效,或修改我的​​run.sh​​脚本也可。

3.3.3 安装dingtalk插件

这是因为使用的原版的制作无dingtalk插件,所以需要手动安装。如采用我的Dockerfile生成的话是已经有了的,可以省略

git clone https://github.com.cnpmjs.org/xuyaoqiang/elastalert-dingtalk-plugin.git
cd elastalert-dingtalk-plugin/
# 将elastalert_modules目录拷贝到 elastalert 根目录下
cp -r elastalert_modules ../elastalert/


4. 启动

启动顺序

ES > Kibana > elastalert > Redis > Filebeat > Logstash

其实启动顺序主要需要将ES启动先,这样kibana才能起来,然后为了能告警所以我们需要先把elastalert起起来,接着Redis起来为filebeat收集日志做准备,filebeat启动收集日志到Redis,logstash 最后启动 消费Redis中的数据,存到ES。

其他的启动我刚开始的文档中都有,我就不多说了,主要是针对elastalert的启动需要多说一嘴。

一样,如果是使用我的代码生成的docker,那么无需操作这一步。

# 进入容器
[root@centos2 elastalert]# docker exec -it elastalert bash
# 先做个测试规则文件有没有问题
root@45f77d2936d4:/home/elastalert# root@45f77d2936d4:/home/elastalert# elastalert-test-rule example_rules/myrule.yaml
# 没问题就后台运行好了
root@45f77d2936d4:/home/elastalert# nohup python3 -m elastalert.elastalert --verbose --rule example_rules/myrule.yaml &
root@45f77d2936d4:/home/elastalert# exit


5、 扩展

elastalert Dockerfile 文件编写

FROM ubuntu:latest
RUN apt-get update && apt-get upgrade -y && apt-get install -y build-essential python3 python3-dev python3-pip libssl-dev git && echo "Asia/Shanghai" > /etc/timezone
WORKDIR /home/elastalert
ADD ./* ./
RUN pip install elastalert && ln -sf /dev/stdout elastalert.log && ln -sf /dev/stderr elastalert.log
CMD ["/bin/bash","run.sh"]


运行

docker run -itd --name elastalert  -v /root/elastalert/:/home/elastalert/ -v /etc/localtime:/etc/localtime  elastalert:1


6、官方文档

​https://github.com/xuyaoqiang/elastalert-dingtalk-plugin​

​dingtalk插件​

​elastalert官方地址​


本文摘自 :https://blog.51cto.com/u