elfk收集k8s日志(三)
作者:互联网
本文介绍通过elk + filebeat方式收集k8s日志,其中filebeat以sidecar方式部署。elfk最新版本:7.6.2
k8s日志收集方案
- 3种日志收集方案:
1. node上部署一个日志收集程序 Daemonset方式部署日志收集程序,对本节点 /var/log 和 /var/lib/docker/containers 两个目录下的日志进行采集 2. sidecar方式部署日志收集程序 每个运行应用程序的pod中附加一个日志收集的容器,使用 emptyDir 共享日志目录让日志容器收集日志 3. 应用程序直接推送日志 常见的如 graylog 工具,直接修改代码推送日志到es,然后在graylog上展示出来
- 3种收集方案的优缺点:
方案 | 优点 | 缺点 |
---|---|---|
1. node上部署一个日志收集程序 | 每个node仅需部署一个日志收集程序,消耗资源少,对应用无侵入 | 应用程序日志需要写到标准输出和标准错误输出,不支持多行日志 |
2. pod中附加一个日志收集容器 | 低耦合 | 每个pod启动一个日志收集容器,增加资源消耗 |
3. 应用程序直接推送日志 | 无需额外收集工具 | 侵入应用,增加应用复杂度 |
下面测试第1种方案:每个node上部署一个日志收集程序,注意elfk版本保持一致。
SideCar方式收集k8s日志
- 主机说明:
系统 | ip | 角色 | cpu | 内存 | hostname |
---|---|---|---|---|---|
CentOS 7.8 | 192.168.30.128 | master、deploy | >=2 | >=2G | master1 |
CentOS 7.8 | 192.168.30.129 | master | >=2 | >=2G | master2 |
CentOS 7.8 | 192.168.30.130 | node | >=2 | >=2G | node1 |
CentOS 7.8 | 192.168.30.131 | node | >=2 | >=2G | node2 |
CentOS 7.8 | 192.168.30.132 | node | >=2 | >=2G | node3 |
CentOS 7.8 | 192.168.30.133 | test | >=2 | >=2G | test |
- 搭建k8s集群:
搭建过程省略,具体参考:Kubeadm方式搭建k8s集群 或 二进制方式搭建k8s集群
搭建完成后,查看集群:
kubectl get nodes NAME STATUS ROLES AGE VERSION master1 Ready master 4d16h v1.14.0 master2 Ready master 4d16h v1.14.0 node1 Ready <none> 4d16h v1.14.0 node2 Ready <none> 4d16h v1.14.0 node3 Ready <none> 4d16h v1.14.0
这里为了方便,直接使用之前的k8s集群,注意删除之前实验的k8s资源对象。
- docker-compose部署elk:
部署过程参考:docker-compose部署elfk
mkdir /software & cd /softwaregit clone https://github.com/Tobewont/elfk-docker.gitcd elfk-docker/echo 'ELK_VERSION=7.6.2' > .env #替换版本vim elasticsearch/Dockerfile
ARG ELK_VERSION=7.6.2 # https://github.com/elastic/elasticsearch-docker FROM docker.elastic.co/elasticsearch/elasticsearch-oss:${ELK_VERSION} # FROM elasticsearch:${ELK_VERSION} # Add your elasticsearch plugins setup here # Example: RUN elasticsearch-plugin install analysis-icu
vim elasticsearch/config/elasticsearch.yml
---## Default Elasticsearch configuration from Elasticsearch base image.## https://github.com/elastic/elasticsearch/blob/master/distribution/docker/src/docker/config/elasticsearch.yml#cluster.name: "docker-cluster"network.host: "0.0.0.0"## X-Pack settings## see https://www.elastic.co/guide/en/elasticsearch/reference/current/setup-xpack.html##xpack.license.self_generated.type: trial #trial为试用版,一个月期限,可更改为basic版本#xpack.security.enabled: true#xpack.monitoring.collection.enabled: true#http.cors.enabled: true#http.cors.allow-origin: "*"#http.cors.allow-headers: Authorization,X-Requested-With,Content-Length,Content-Type
vim kibana/Dockerfile
ARG ELK_VERSION=7.6.2 # https://github.com/elastic/kibana-docker FROM docker.elastic.co/kibana/kibana-oss:${ELK_VERSION} # FROM kibana:${ELK_VERSION} # Add your kibana plugins setup here # Example: RUN kibana-plugin install
vim kibana/config/kibana.yml
---## Default Kibana configuration from Kibana base image.## https://github.com/elastic/kibana/blob/master/src/dev/build/tasks/os_packages/docker_generator/templates/kibana_yml.template.js#server.name: "kibana"server.host: "0.0.0.0"elasticsearch.hosts: [ "http://elasticsearch:9200" ]# xpack.monitoring.ui.container.elasticsearch.enabled: true## X-Pack security credentials## elasticsearch.username: elastic# elasticsearch.password: changeme
vim logstash/Dockerfile
ARG ELK_VERSION=7.6.2 # https://github.com/elastic/logstash-docker FROM docker.elastic.co/logstash/logstash-oss:${ELK_VERSION} # FROM logstash:${ELK_VERSION} # Add your logstash plugins setup here # Example: RUN logstash-plugin install logstash-filter-json RUN logstash-plugin install logstash-filter-multiline
vim logstash/config/logstash.yml
---## Default Logstash configuration from Logstash base image.## https://github.com/elastic/logstash/blob/master/docker/data/logstash/config/logstash-full.yml#http.host: "0.0.0.0"#xpack.monitoring.elasticsearch.hosts: [ "http://elasticsearch:9200" ]## X-Pack security credentials##xpack.monitoring.enabled: true#xpack.monitoring.elasticsearch.username: elastic#xpack.monitoring.elasticsearch.password: changeme#xpack.monitoring.collection.interval: 10s
vim logstash/pipeline/logstash.conf #如果filebeat配置文件中没有配置多行合并,可以在logstash中进行多行合并
input { beats { port => 5040 } } filter { if [type] == "nginx_access" { #multiline { #pattern => "^\d{1,3}.\d{1,3}.\d{1,3}.\d{1,3}" #negate => true #what => "previous" #} grok { match => [ "message", "%{IPV4:remote_addr} - (%{USERNAME:user}|-) \[%{HTTPDATE:log_timestamp}\] \"%{WORD:method} %{DATA:request} HTTP/%{NUMBER:httpversion}\" %{NUMBER:status} %{NUMBER:bytes} %{QS:referer} %{QS:agent} %{QS:xforward}" ] } } if [type] == "nginx_error" { #multiline { #pattern => "^\d{1,3}.\d{1,3}.\d{1,3}.\d{1,3}" #negate => true #what => "previous" #} grok { match => [ "message", "%{IPV4:remote_addr} - (%{USERNAME:user}|-) \[%{HTTPDATE:log_timestamp}\] \"%{WORD:method} %{DATA:request} HTTP/%{NUMBER:httpversion}\" %{NUMBER:status} %{NUMBER:bytes} %{QS:referer} %{QS:agent} %{QS:xforward}" ] } } if [type] == "tomcat_catalina" { #multiline { #pattern => "^\d{1,2}-\S{3}-\d{4}\s\d{1,2}:\d{1,2}:\d{1,2}" #negate => true #what => "previous" #} grok { match => [ "message", "(?%{MONTHDAY}-%{MONTH}-%{YEAR} %{TIME}) %{LOGLEVEL:severity} \[%{DATA:exception_info}\] %{GREEDYDATA:message}" ] } } } output { if [type] == "nginx_access" { elasticsearch { hosts => ["elasticsearch:9200"] #user => "elastic" #password => "changeme" index => "nginx-access" } } if [type] == "nginx_error" { elasticsearch { hosts => ["elasticsearch:9200"] #user => "elastic" #password => "changeme" index => "nginx-error" } } if [type] == "tomcat_catalina" { elasticsearch { hosts => ["elasticsearch:9200"] #user => "elastic" #password => "changeme" index => "tomcat-catalina" } } }
vim docker-compose.yml
version: '3.7'services: elasticsearch: build: context: elasticsearch/ args: ELK_VERSION: $ELK_VERSION volumes: - type: bind source: ./elasticsearch/config/elasticsearch.yml target: /usr/share/elasticsearch/config/elasticsearch.yml read_only: true - type: volume source: elasticsearch target: /usr/share/elasticsearch/data ports: - "9200:9200" - "9300:9300" environment: ES_JAVA_OPTS: "-Xmx256m -Xms256m" ELASTIC_PASSWORD: changeme discovery.type: single-node networks: - elk logstash: depends_on: - elasticsearch build: context: logstash/ args: ELK_VERSION: $ELK_VERSION volumes: - type: bind source: ./logstash/config/logstash.yml target: /usr/share/logstash/config/logstash.yml read_only: true - type: bind source: ./logstash/pipeline target: /usr/share/logstash/pipeline read_only: true ports: - "5040:5040" - "9600:9600" environment: LS_JAVA_OPTS: "-Xmx256m -Xms256m" networks: - elk kibana: depends_on: - elasticsearch build: context: kibana/ args: ELK_VERSION: $ELK_VERSION volumes: - type: bind source: ./kibana/config/kibana.yml target: /usr/share/kibana/config/kibana.yml read_only: true ports: - "5601:5601" networks: - elkvolumes: elasticsearch:# driver: local# driver_opts:# type: none# o: bind# device: /home/elfk/elasticsearch/datanetworks: elk: driver: bridge
为了方便,建议提前在test节点上拉取需要的镜像:
docker pull docker.elastic.co/elasticsearch/elasticsearch-oss:7.6.2 docker pull docker.elastic.co/kibana/kibana-oss:7.6.2 docker pull docker.elastic.co/logstash/logstash-oss:7.6.2
docker-compose up --build -d docker-compose ps Name Command State Ports ------------------------------------------------------------------------------------------------------------------------------- elfk-docker_elasticsearch_1 /usr/local/bin/docker-entr ... Up 0.0.0.0:9200->9200/tcp, 0.0.0.0:9300->9300/tcp elfk-docker_kibana_1 /usr/local/bin/dumb-init - ... Up 0.0.0.0:5601->5601/tcp elfk-docker_logstash_1 /usr/local/bin/docker-entr ... Up 0.0.0.0:5040->5040/tcp, 5044/tcp, 0.0.0.0:9600->9600/tcp
访问kibana页面:ip:5601
,
elk容器启动正常,kibana访问正常。接下来sidecar方式部署filebeat收集应用日志。
- 以sidecar方式部署filebeat收集nginx日志:
vim filebeat-nginx.yaml
apiVersion: v1kind: Servicemetadata: name: nginx namespace: default labels: app: nginxspec: selector: app: nginx ports: - port: 80 nodePort: 30090 type: NodePort---apiVersion: v1kind: ConfigMapmetadata: name: filebeat-config namespace: default labels: app: filebeatdata: filebeat.yml: |- filebeat.config: inputs: path: ${path.config}/inputs.d/*.yml reload.enabled: false modules: path: ${path.config}/modules.d/*.yml reload.enabled: false filebeat.inputs: - type: log paths: - /logdata/access.log tail_files: true fields: pod_name: '${pod_name}' POD_IP: '${POD_IP}' type: nginx_access fields_under_root: true multiline.pattern: '^\d{1,3}.\d{1,3}.\d{1,3}.\d{1,3}' multiline.negate: true multiline.match: after - type: log paths: - /logdata/error.log tail_files: true fields: pod_name: '${pod_name}' POD_IP: '${POD_IP}' type: nginx_error fields_under_root: true multiline.pattern: '^\d{1,3}.\d{1,3}.\d{1,3}.\d{1,3}' multiline.negate: true multiline.match: after output.logstash: hosts: ["192.168.30.133:5040"] enabled: true worker: 1 compression_level: 3---apiVersion: apps/v1kind: Deploymentmetadata: name: nginx namespace: defaultspec: replicas: 1 minReadySeconds: 15 strategy: rollingUpdate: maxSurge: 1 maxUnavailable: 1 selector: matchLabels: app: nginx template: metadata: labels: app: nginx spec: terminationGracePeriodSeconds: 30 containers: - name: filebeat image: docker.elastic.co/beats/filebeat-oss:7.6.2 args: [ "-c", "/etc/filebeat/filebeat.yml", "-e", ] env: - name: POD_IP valueFrom: fieldRef: apiVersion: v1 fieldPath: status.podIP - name: pod_name valueFrom: fieldRef: apiVersion: v1 fieldPath: metadata.name securityContext: runAsUser: 0 resources: limits: memory: 200Mi requests: cpu: 200m memory: 200Mi volumeMounts: - name: config mountPath: /etc/filebeat/ - name: data mountPath: /usr/share/filebeat/data - name: logdata mountPath: /logdata - name: nginx image: nginx:1.17.0 ports: - containerPort: 80 volumeMounts: - name: logdata mountPath: /var/log/nginx volumes: - name: data emptyDir: {} - name: logdata emptyDir: {} - name: config configMap: name: filebeat-config items: - key: filebeat.yml path: filebeat.yml
kubectl apply -f filebeat-nginx.yaml kubectl get pod |grep nginx nginx-865f745bdd-mkdl6 2/2 Running 0 15s kubectl describe pod nginx-865f745bdd-mkdl6 Normal Scheduled 36s default-scheduler Successfully assigned default/nginx-865f745bdd-mkdl6 to node2 Normal Pulled 34s kubelet, node2 Container image "docker.elastic.co/beats/filebeat-oss:7.6.2" already present on machine Normal Created 34s kubelet, node2 Created container filebeat Normal Started 34s kubelet, node2 Started container filebeat Normal Pulled 34s kubelet, node2 Container image "nginx:1.17.0" already present on machine Normal Created 34s kubelet, node2 Created container nginx Normal Started 34s kubelet, node2 Started container nginx
访问nginx页面以产生日志:ip:30090
,
- kibana创建索引,查看nginx日志:
可以看到,已经有指定的index——nginx-access
产生,创建同名索引查看日志,
nginx的访问日志通过logstash处理之后已产生对应的字段。访问不存在的url(如ip:30090/index.php
)以产生错误的nginx日志,
到kibana页面查看是否有index产生,
可以看到,已经有指定的index——nginx-error
产生,创建同名索引查看日志,
查看对应的nginx访问日志,
nginx日志收集完成。
- 以sidecar方式部署filebeat收集tomcat日志:
vim filebeat-tomcat.yaml
apiVersion: v1kind: Servicemetadata: name: tomcat namespace: default labels: app: tomcatspec: selector: app: tomcat ports: - port: 8080 nodePort: 30100 type: NodePort---apiVersion: v1kind: ConfigMapmetadata: name: filebeat-config-tomcat namespace: default labels: app: filebeatdata: filebeat.yml: |- filebeat.config: inputs: path: ${path.config}/inputs.d/*.yml reload.enabled: false modules: path: ${path.config}/modules.d/*.yml reload.enabled: false filebeat.inputs: - type: log paths: - /logdata/catalina*.log tail_files: true fields: pod_name: '${pod_name}' POD_IP: '${POD_IP}' type: tomcat_catalina fields_under_root: true multiline.pattern: '^\d{1,2}-\S{3}-\d{4}\s\d{1,2}:\d{1,2}:\d{1,2}' multiline.negate: true multiline.match: after output.logstash: hosts: ["192.168.30.133:5040"] enabled: true worker: 1 compression_level: 3---apiVersion: apps/v1kind: Deploymentmetadata: name: tomcat namespace: defaultspec: replicas: 1 minReadySeconds: 15 strategy: rollingUpdate: maxSurge: 1 maxUnavailable: 1 selector: matchLabels: app: tomcat template: metadata: labels: app: tomcat spec: terminationGracePeriodSeconds: 30 containers: - name: filebeat image: docker.elastic.co/beats/filebeat-oss:7.6.2 args: [ "-c", "/etc/filebeat/filebeat.yml", "-e", ] env: - name: POD_IP valueFrom: fieldRef: apiVersion: v1 fieldPath: status.podIP - name: pod_name valueFrom: fieldRef: apiVersion: v1 fieldPath: metadata.name securityContext: runAsUser: 0 resources: limits: memory: 200Mi requests: cpu: 200m memory: 200Mi volumeMounts: - name: config mountPath: /etc/filebeat/ - name: data mountPath: /usr/share/filebeat/data - name: logdata mountPath: /logdata - name: tomcat image: tomcat:8.0.51-alpine ports: - containerPort: 8080 volumeMounts: - name: logdata mountPath: /usr/local/tomcat/logs volumes: - name: data emptyDir: {} - name: logdata emptyDir: {} - name: config configMap: name: filebeat-config-tomcat items: - key: filebeat.yml path: filebeat.yml
kubectl apply -f filebeat-tomcat.yaml kubectl get pod |grep tomcat tomcat-5c7b6644f4-jwmxc 2/2 Running 0 10s kubectl describe pod tomcat-5c7b6644f4-jwmxc Normal Scheduled 35s default-scheduler Successfully assigned default/tomcat-5c7b6644f4-jwmxc to node1 Normal Pulled 34s kubelet, node1 Container image "docker.elastic.co/beats/filebeat-oss:7.6.2" already present on machine Normal Created 34s kubelet, node1 Created container filebeat Normal Started 34s kubelet, node1 Started container filebeat Normal Pulled 34s kubelet, node1 Container image "tomcat:8.0.51-alpine" already present on machine Normal Created 34s kubelet, node1 Created container tomcat Normal Started 34s kubelet, node1 Started container tomcat
访问tomcat页面以产生日志:ip:30100
,
- kibana创建索引,查看tomcat日志:
可以看到,已经有指定的index——tomcat-catalina
产生,创建同名索引查看日志,
tomcat的catalina日志通过logstash处理之后已产生对应的字段。tomcat日志收集完成。
- 总结:
通过sidecar方式部署filebeat收集k8s日志,比使用logagent方式部署filebeat收集k8s日志更加直接,可以指定具体路径并自定义index,在查看日志时也更加方便,缺点就是会增加资源消耗,不过资源消耗在可接受的范围内。
需要注意的是,filebeat对不同应用程序日志收集的ConfigMap名称尽量不要相同,避免冲突和误删除。
在前面,filebeat收集日志是直接输出到es中的,而且elk是部署在k8s集群中的。本文中filebeat收集日志是传输到logstash之后进行日志处理再输出到es中的,而且elk单独部署(这里为了方便,采用docker-compose部署,也可以传统方式部署)。
至此,elk + filebeat收集k8s日志完毕。个人感觉sidecar方式比logagent方式更为合适,在日志的过滤处理和查看方面更为简单有效。另外对于错误日志的告警,参考 ELK集群部署(三),此处不再赘述。
标签:filebeat,name,elfk,nginx,elasticsearch,日志,k8s,docker 来源: https://blog.51cto.com/u_10272167/2730544