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EFK简介
Elasticsearch 是一个实时的、分布式的可扩展的搜索引擎,允许进行全文、结构化搜索,它通常用于索引和搜索大量日志数据,也可用于搜索许多不同类型的文档。
FileBeats 是数据采集的得力工具。将 Beats 和您的容器一起置于服务器上,或者将 Beats 作为函数加以部署,然后便可在 Elastisearch 中集中处理数据。如果需要更加强大的处理性能,Beats 还能将数据输送到 Logstash 进行转换和解析。
Kibana 核心产品搭载了一批经典功能:柱状图、线状图、饼图、旭日图,等等。不仅如此,您还可以使用 Vega 语法来设计独属于您自己的可视化图形。所有这些都利用 Elasticsearch 的完整聚合功能。
Elasticsearch 通常与 Kibana 一起部署,Kibana 是 Elasticsearch 的一个功能强大的数据可视化 Dashboard,Kibana 允许你通过 web 界面来浏览 Elasticsearch 日志数据。
ELK和EFK的区别:
ELK 是现阶段众多企业单位都在使用的一种日志分析系统,它能够方便的为我们收集你想要的日志并且展示出来
ELK是Elasticsearch、Logstash、Kibana的简称,这三者都是开源软件,通常配合使用。
是一个实时的分布式搜索和分析引擎,它可以用于全文搜索,结构化搜索以及分析。它是一个建立在全文搜索引擎 Apache Lucene 基础上的搜索引擎,使用 Java 语言编写,能对大容量的数据进行接近实时的存储、搜索和分析操作。
数据收集引擎。它支持动态的从各种数据源搜集数据,并对数据进行过滤、分析、丰富、统一格式等操作,然后存储到用户指定的位置。
数据分析和可视化平台。通常与 Elasticsearch 配合使用,对其中数据进行搜索、分析和以统计图表的方式展示。
EFK是ELK日志分析系统的一个变种,加入了filebeat 可以更好的收集到资源日志 来为我们的日志分析做好准备工作。
优缺点
Filebeat 相对 Logstash 的优点:
侵入低,无需修改 elasticsearch 和 kibana 的配置;
性能高,IO 占用率比 logstash 小太多;
当然 Logstash 相比于 FileBeat 也有一定的优势,比如 Logstash 对于日志的格式化处理能力,FileBeat 只是将日志从日志文件中读取出来,当然如果收集的日志本身是有一定格式的,FileBeat 也可以格式化,但是相对于Logstash 来说,效果差很多。
下面搭建一个简单的EFK日志收集系统,基于最新的版本8.7,ELK三个软件版本最好要保持一致,不然会出现问题。
下载版本8.7.0
Es地址:https://www.elastic.co/cn/downloads/elasticsearch
Filebeat地址:https://www.elastic.co/cn/downloads/beats/filebeat
Kibana地址:https://www.elastic.co/cn/downloads/kibana
解压ES安装文件
修改config目录中的elasticsearch.yml,添加两行配置,防止跨域。
http.cors.enabled: true
http.cors.allow-origin: "*"
修改host
network.host: 192.168.100.22
进入bin目录
cmd中运行elasticsearch
从启动日志中拷贝出默认用户名
修改elasticsearch.yml文件,xpack.security.http.ssl:enabled
设置为false。
访问localhost:9200,输入用户elastic和拷贝出的密码
能访问,代表成功了
解压kibana
修改config下kibana.yml
修改配置:
i18n.locale: "zh-CN"
server.host: "192.168.100.22"
server.port: 5601
重置es中kibana账号的密码
进入es的bin目录
执行:
elasticsearch-reset-password -u kibana
将生成的密码拷贝出来,配置到kibana.yml中
elasticsearch.username: "kibana"
elasticsearch.password: "MK=iUF0fuJYXx-QbC=TF"
进入kibana的bin目录启动kibana.bat
访问http://192.168.100.22:5601,输入用户名elastic,密码为安装es时拷贝出来的密码
解压filebeat
修改filebeat.yml,配置说明见下面的注释
...... # ============================== Filebeat inputs =============================== filebeat.inputs: # Each - is an input. Most options can be set at the input level, so # you can use different inputs for various configurations. # Below are the input specific configurations. # filestream is an input for collecting log messages from files. - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-access-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\*\log_access.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-access multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-error-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\log_error.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-error multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-info-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\log_info.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-info multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-warn-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\log_warn.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-warn multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after ...... setup.ilm.enabled: false # 如果要创建多个索引,需要将此项设置为 false setup.template.name: station_log # 设置模板的名称 setup.template.pattern: station_log-* # 设置模板的匹配方式,索引的前缀要和这里保持一致 setup.template.overwrite: true # 开启新设置的模板 setup.template.enabled: false # 关掉默认的模板配置 # ---------------------------- Elasticsearch Output ---------------------------- output.elasticsearch: # Array of hosts to connect to. hosts: ["192.168.100.22:9200"] index: station_log-%{[fields.type]}-%{+yyyy.MM.dd} # 设置索引名称,后面引用的 fields.type 变量。此处的配置应该可以省略(不符合下面创建索引条件的日志,会使用该索引) indices: # 使用 indices 代表要创建多个索引 - index: station_log-newframe-log-access-%{+yyyy.MM.dd} # 设置 日志的索引,注意索引前面的 station_log 要与setup.template.pattern 的配置相匹配 when.equals: # 设置创建索引的条件:当 fields.type 的值等于 newframe-log-access 时才生效 fields.type: newframe-log-access - index: station_log-newframe-log-error-%{+yyyy.MM.dd} when.equals: fields.type: newframe-log-error - index: station_log-newframe-log-info-%{+yyyy.MM.dd} when.equals: fields.type: newframe-log-info - index: station_log-newframe-log-warn-%{+yyyy.MM.dd} when.equals: fields.type: newframe-log-warn # Protocol - either `http` (default) or `https`. #protocol: "https" # Authentication credentials - either API key or username/password. #api_key: "id:api_key" username: "elastic" password: "QbxGioLkbOy_jNkuvCkV" ......
启动:
filebeat.exe setup
filebeat.exe -e -c filebeat.yml
启动后查看索引,多了几个日志的索引
访问kibana:
http://192.168.100.22:5601/
Discover
创建数据视图,查看日志,如下图
###################### Filebeat Configuration Example ######################### # This file is an example configuration file highlighting only the most common # options. The filebeat.reference.yml file from the same directory contains all the # supported options with more comments. You can use it as a reference. # # You can find the full configuration reference here: # https://www.elastic.co/guide/en/beats/filebeat/index.html # For more available modules and options, please see the filebeat.reference.yml sample # configuration file. # ============================== Filebeat inputs =============================== filebeat.inputs: # Each - is an input. Most options can be set at the input level, so # you can use different inputs for various configurations. # Below are the input specific configurations. # filestream is an input for collecting log messages from files. - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-access-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\*\log_access.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-access multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-error-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\log_error.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-error multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-info-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\log_info.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-info multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after - type: log # Unique ID among all inputs, an ID is required. id: my-newframe-warn-id # Change to true to enable this input configuration. enabled: true # Paths that should be crawled and fetched. Glob based paths. paths: - D:\ideaProjects\newframe-by-maven\logs\dmo-uaa\log_warn.log #- c:\programdata\elasticsearch\logs\* # 设置fields,标记此日志 fields: type: newframe-log-warn multiline.type: pattern multiline.pattern: '^\d{4}-\d{2}-\d{2}' multiline.negate: true multiline.match: after #multiline.pattern: '^[[:space:]]+(at|\.{3})[[:space:]]+\b|^Caused by:' #multiline.negate: false #multiline.match: after # Exclude lines. A list of regular expressions to match. It drops the lines that are # matching any regular expression from the list. # Line filtering happens after the parsers pipeline. If you would like to filter lines # before parsers, use include_message parser. #exclude_lines: ['^DBG'] # Include lines. A list of regular expressions to match. It exports the lines that are # matching any regular expression from the list. # Line filtering happens after the parsers pipeline. If you would like to filter lines # before parsers, use include_message parser. #include_lines: ['^ERR', '^WARN'] # Exclude files. A list of regular expressions to match. Filebeat drops the files that # are matching any regular expression from the list. By default, no files are dropped. #prospector.scanner.exclude_files: ['.gz$'] # Optional additional fields. These fields can be freely picked # to add additional information to the crawled log files for filtering #fields: # level: debug # review: 1 # ============================== 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: false # 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: # The tags of the shipper are included in their own field with each # transaction published. #tags: ["service-X", "web-tier"] # Optional fields that you can specify to add additional information to the # output. #fields: # env: staging # ================================= 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: # =============================== Elastic Cloud ================================ # These settings simplify using Filebeat with the Elastic Cloud (https://cloud.elastic.co/). # The cloud.id setting overwrites the `output.elasticsearch.hosts` and # `setup.kibana.host` options. # You can find the `cloud.id` in the Elastic Cloud web UI. #cloud.id: # The cloud.auth setting overwrites the `output.elasticsearch.username` and # `output.elasticsearch.password` settings. The format is `<user>:<pass>`. #cloud.auth: # ================================== Outputs =================================== # Configure what output to use when sending the data collected by the beat. setup.ilm.enabled: false # 如果要创建多个索引,需要将此项设置为 false setup.template.name: station_log # 设置模板的名称 setup.template.pattern: station_log-* # 设置模板的匹配方式,索引的前缀要和这里保持一致 setup.template.overwrite: true # 开启新设置的模板 setup.template.enabled: false # 关掉默认的模板配置 # ---------------------------- Elasticsearch Output ---------------------------- output.elasticsearch: # Array of hosts to connect to. hosts: ["192.168.100.22:9200"] index: station_log-%{[fields.type]}-%{+yyyy.MM.dd} # 设置索引名称,后面引用的 fields.type 变量。此处的配置应该可以省略(不符合下面创建索引条件的日志,会使用该索引) indices: # 使用 indices 代表要创建多个索引 - index: station_log-newframe-log-access-%{+yyyy.MM.dd} # 设置 日志的索引,注意索引前面的 station_log 要与setup.template.pattern 的配置相匹配 when.equals: # 设置创建索引的条件:当 fields.type 的值等于 newframe-log-access 时才生效 fields.type: newframe-log-access - index: station_log-newframe-log-error-%{+yyyy.MM.dd} when.equals: fields.type: newframe-log-error - index: station_log-newframe-log-info-%{+yyyy.MM.dd} when.equals: fields.type: newframe-log-info - index: station_log-newframe-log-warn-%{+yyyy.MM.dd} when.equals: fields.type: newframe-log-warn # Protocol - either `http` (default) or `https`. #protocol: "https" # Authentication credentials - either API key or username/password. #api_key: "id:api_key" username: "elastic" password: "QbxGioLkbOy_jNkuvCkV" # ------------------------------ 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 ================================= processors: - add_host_metadata: when.not.contains.tags: forwarded - add_cloud_metadata: ~ - add_docker_metadata: ~ - add_kubernetes_metadata: ~ # ================================== Logging =================================== # Sets log level. The default log level is info. # Available log levels are: error, warning, info, debug #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", # "publisher", "service". #logging.selectors: ["*"] # ============================= X-Pack Monitoring ============================== # Filebeat can export internal metrics to a central Elasticsearch monitoring # cluster. This requires xpack monitoring to be enabled in Elasticsearch. The # reporting is disabled by default. # Set to true to enable the monitoring reporter. #monitoring.enabled: false # Sets the UUID of the Elasticsearch cluster under which monitoring data for this # Filebeat instance will appear in the Stack Monitoring UI. If output.elasticsearch # is enabled, the UUID is derived from the Elasticsearch cluster referenced by output.elasticsearch. #monitoring.cluster_uuid: # Uncomment to send the metrics to Elasticsearch. Most settings from the # Elasticsearch output are accepted here as well. # Note that the settings should point to your Elasticsearch *monitoring* cluster. # Any setting that is not set is automatically inherited from the Elasticsearch # output configuration, so if you have the Elasticsearch output configured such # that it is pointing to your Elasticsearch monitoring cluster, you can simply # uncomment the following line. #monitoring.elasticsearch: # ============================== Instrumentation =============================== # Instrumentation support for the filebeat. #instrumentation: # Set to true to enable instrumentation of filebeat. #enabled: false # Environment in which filebeat is running on (eg: staging, production, etc.) #environment: "" # APM Server hosts to report instrumentation results to. #hosts: # - http://localhost:8200 # API Key for the APM Server(s). # If api_key is set then secret_token will be ignored. #api_key: # Secret token for the APM Server(s). #secret_token: # ================================= Migration ================================== # This allows to enable 6.7 migration aliases #migration.6_to_7.enabled: true
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