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日志的重要性#
为什么重要#
- 运维:医生给病人看病,日志就是病人对自己病情的陈述
- 恶意攻击、恶意注册、刷单、恶意密码猜测等
面对的挑战#
- 关注点很多,任何一个点都有可能引起问题
- 日志分散在很多机器,出了问题时,才发现日志被删了
- 很多运维人员是消防员,哪里有问题去哪里
集中化日志管理#
日志搜索 > 格式化分析 > 检索与可视化 > 风险告警
快速搭建 ELK 集成环境#
技术选型#
那么,ELK 到底是什么呢?“ELK” 是三个开源项目的首字母缩写,这三个项目分别是:
E
(Elasticsearch)是一个搜索和分析引擎。L
(Logstash)是服务器端数据处理管道,能够同时从多个来源采集数据,转换数据,然后将数据发送到诸如 Elasticsearch 等 “存储库” 中。K
(Kibana)则可以让用户在 Elasticsearch 中使用图形和图表对数据进行可视化。
快速部署#
使用 Docker 部署上面的基础环境,参考配置文件 docker-compose.yml
,输入以下命令进行一键部署:
# 检查配置
docker-compose config
# 启动服务(-d 后台启动)
docker-compose up -d
# 停止并清除服务
docker-compose down
配置 Logstash#
参考配置文件 logstash-config.conf
,示例如下:
input {
tcp {
mode => "server"
host => "0.0.0.0"
port => 8080
codec => json_lines
}
}
output {
elasticsearch {
hosts => "elasticsearch:9200"
# 索引名需参考 index templates 的配置,如:logs-*-*
# index => "app-logs-%{app_name}-%{+YYYY.MM.dd}"
index => "app-logs-%{+YYYY.MM.dd}"
}
}
Spring Boot 集成 ELK 进行日志管理#
添加依赖 #
<dependency>
<groupId>net.logstash.logback</groupId>
<artifactId>logstash-logback-encoder</artifactId>
<version>${logstash-logback-encoder.version}</version>
</dependency>
添加 logback 配置#
方式一:通过 logback-spring.xml 配置#
参考配置文件 logback-spring.xml,示例如下:
<?xml version="1.0" encoding="UTF-8"?>
<configuration>
<include resource="org/springframework/boot/logging/logback/base.xml" />
<!-- 默认会被序列化到日志文档中 -->
<springProperty scope="context" name="APP_NAME" source="spring.application.name"/>
<appender name="LOGSTASH" class="net.logstash.logback.appender.LogstashTcpSocketAppender">
<destination>192.168.50.88:8880</destination>
<encoder charset="UTF-8" class="net.logstash.logback.encoder.LogstashEncoder" >
<!-- customFields 的作用是在 Logstash 配置中指定索引名字时的可选参数,日志文档中会添加这个字段 -->
<customFields>{"app_name":"${APP_NAME}"}</customFields>
</encoder>
</appender>
<root level="INFO">
<appender-ref ref="LOGSTASH" />
<appender-ref ref="CONSOLE" />
</root>
</configuration>
方式二:通过 Java Config 配置(可定制 starter)#
@Slf4j
@Configuration
@ConditionalOnProperty(prefix = "elk.logstash", name = "enabled", havingValue = "true")
public class LogstashLogbackConfig {
private static final String LOGSTASH_APPENDER_NAME = "LOGSTASH";
private static final String LOGSTASH_ASYNC_APPENDER_NAME = "ASYNC_LOGSTASH";
@Value("${spring.application.name}")
private String appName;
@Autowired
private LogstashProperties logstash;
@Bean
@ConfigurationProperties(prefix = "elk.logstash")
public LogstashProperties logstash() {
return new LogstashProperties();
}
@PostConstruct
private void addLogstashAppender() {
LoggerContext loggerContext = (LoggerContext) LoggerFactory.getILoggerFactory();
log.info("Initializing LogstashAppender");
final LogstashTcpSocketAppender logstashAppender = new LogstashTcpSocketAppender();
logstashAppender.setName(LOGSTASH_APPENDER_NAME);
logstashAppender.setContext(loggerContext);
logstashAppender.addDestinations(
new InetSocketAddress(this.logstash.getHost(), this.logstash.getPort())
);
// https://github.com/logstash/logstash-logback-encoder
final LogstashEncoder logstashEncoder = new LogstashEncoder();
logstashEncoder.setIncludeContext(false);
String customFields = "{\"app_name\":\"" + this.appName +"\",\"idol\":\"yangbin\"}";
logstashEncoder.setCustomFields(customFields);
final ShortenedThrowableConverter throwableConverter = new ShortenedThrowableConverter();
throwableConverter.setRootCauseFirst(true);
logstashEncoder.setThrowableConverter(throwableConverter);
logstashAppender.setEncoder(logstashEncoder);
logstashAppender.start();
// Wrap the appender in an Async appender for performance
final AsyncAppender asyncLogstashAppender = new AsyncAppender();
asyncLogstashAppender.setContext(loggerContext);
asyncLogstashAppender.setName(LOGSTASH_ASYNC_APPENDER_NAME);
asyncLogstashAppender.setQueueSize(this.logstash.getQueueSize());
asyncLogstashAppender.addAppender(logstashAppender);
asyncLogstashAppender.start();
loggerContext.getLogger("ROOT").addAppender(asyncLogstashAppender);
}
}
通过定时器模拟随机日志#
...
2021-07-25 23:00:36.552 INFO 15928 --- [ main] i.g.y.s.e.config.LogstashLogbackConfig : Initializing LogstashAppender
2021-07-25 23:00:36.813 INFO 15928 --- [ main] o.s.s.concurrent.ThreadPoolTaskExecutor : Initializing ExecutorService 'applicationTaskExecutor'
2021-07-25 23:00:37.017 INFO 15928 --- [ main] o.s.s.c.ThreadPoolTaskScheduler : Initializing ExecutorService 'taskScheduler'
2021-07-25 23:00:37.084 INFO 15928 --- [ main] o.s.b.w.embedded.tomcat.TomcatWebServer : Tomcat started on port(s): 8080 (http) with context path ''
2021-07-25 23:00:37.095 INFO 15928 --- [ scheduling-1] i.g.y.s.elk.scheduler.MockLogScheduler : [4a2fa762-9390-48f3-8478-4fcdbf6ba017] mock log event, log something...
2021-07-25 23:00:37.097 WARN 15928 --- [ scheduling-1] i.g.y.s.elk.scheduler.MockLogScheduler : [c859978e-5150-4fe4-979f-9acd7957a55a] mock log event, log something...
2021-07-25 23:00:37.097 ERROR 15928 --- [ scheduling-1] i.g.y.s.elk.scheduler.MockLogScheduler : [7625e2e6-62e9-4bbf-a998-1e741723f824] mock log event, log something...
2021-07-25 23:00:37.599 INFO 15928 --- [ scheduling-1] i.g.y.s.elk.scheduler.MockLogScheduler : [54ba65f2-05d7-4f27-ab63-bd19a0165b6b] mock log event, log something...
2021-07-25 23:00:37.599 WARN 15928 --- [ scheduling-1] i.g.y.s.elk.scheduler.MockLogScheduler : [901ca6a0-fc7b-4749-8661-4c81f7c4701d] mock log event, log something...
2021-07-25 23:00:37.599 ERROR 15928 --- [ scheduling-1] i.g.y.s.elk.scheduler.MockLogScheduler : [e2010eda-3f63-49ec-bb97-1157a2b11f01] mock log event, log something...
...
通过 Kibana 管理日志#
查看由 Logstash 自动创建的索引#
添加 index 索引#
通过 Discover 查看日志索引信息#