轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!

一.系统环境

本文主要基于Kubernetes1.21.9和Linux操作系统CentOS7.4。

Kubernetes集群架构:k8scloude1作为master节点,k8scloude2,k8scloude3作为worker节点。

二.前言

随着云原生应用的普及,Kubernetes已成为了事实上的容器编排标准。而作为一个高可用、弹性伸缩的容器编排平台,Kubernetes的稳定性和可靠性是非常重要的。因此,在Kubernetes集群中加入监控系统,可以帮助我们发现和解决问题,确保集群的稳定性和可靠性。

在众多的监控系统中,Prometheus因其卓越的性能和可扩展性而备受关注。而Prometheus Operator是一种用于在Kubernetes上运行和管理Prometheus的解决方案,它可以自动创建、配置和管理Prometheus实例。相比于传统方式手动部署Prometheus,Prometheus Operator可以大幅简化我们的工作量。

在Kubernetes上使用Helm搭建Prometheus Operator监控的前提是已经有一套可以正常运行的Kubernetes集群,关于Kubernetes(k8s)集群的安装部署,可以查看博客《Centos7 安装部署Kubernetes(k8s)集群》

三.Prometheus Operator简介

Prometheus Operator是CoreOS开源的项目,它提供了一种Kubernetes-native的方式来运行和管理Prometheus。Prometheus Operator可以自动创建、配置和管理Prometheus实例,并将其与Kubernetes中的服务发现机制集成在一起,从而实现对Kubernetes集群的自动监控。

Prometheus和Prometheus Operator的区别如下:

Prometheus是一种开源的监控系统,用于记录各种指标,并提供查询接口和告警机制。而Prometheus Operator则是一种用于在Kubernetes上运行和管理Prometheus的解决方案。相比于传统方式手动部署Prometheus,Prometheus Operator可以自动创建、配置和管理Prometheus实例,并将其与Kubernetes中的服务发现机制集成在一起,大幅简化了我们的工作量。

以下是Prometheus生态架构图:

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第1张图片

  • Prometheus Server:用于持久化存储和查询时间序列数据的核心组件。

  • Exporter:用于将各种服务和系统的指标暴露为Prometheus可抓取的格式。

  • Alertmanager:用于处理由Prometheus Server生成的告警信息,并对其进行路由、静音、聚合等操作。

  • Pushgateway:允许临时性的、批量的指标推送到Prometheus Server中。

  • Grafana:一个开源的指标可视化和分析工具,可以与Prometheus进行无缝集成。

以下是Prometheus Operator生态架构图:

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第2张图片

  • Prometheus:用于持久化存储和查询时间序列数据的核心组件,由Prometheus Operator自动创建和管理。

  • Alertmanager:用于处理由Prometheus生成的告警信息,并对其进行路由、静音、聚合等操作,由Prometheus Operator自动创建和管理。

  • Grafana:一个开源的指标可视化和分析工具,可以与Prometheus进行无缝集成,由用户自行安装或使用Helm部署。

  • Thanos Sidecar:一种用于在Kubernetes中运行Thanos的解决方案,可以扩展Prometheus的存储能力,由用户自行安装或使用Helm部署。

  • ServiceMonitor:用于定义监控的对象和采集规则,由Prometheus Operator自动创建和管理。

  • PrometheusRule:用于定义告警规则和记录规则,由Prometheus Operator自动创建和管理。

  • Custom Resource Definitions (CRDs):用于定义Prometheus、Alertmanager、ServiceMonitor和PrometheusRule等资源的规范和行为,由Prometheus Operator自动创建和管理。

四.helm安装prometheus-operator

本文介绍如何使用Helm将Prometheus Operator部署到Kubernetes集群中,从而实现对集群的监控。关于helm的详细用法可以查看博客《Kubernetes(k8s)包管理工具Helm:Helm包管理》。

添加微软和阿里的源。

[root@k8scloude1 helm]# helm repo add azure http://mirror.azure.cn/kubernetes/charts/
"azure" has been added to your repositories

[root@k8scloude1 helm]# helm repo add ali https://apphub.aliyuncs.com
"ali" has been added to your repositories

查看helm现在的仓库源。

[root@k8scloude1 helm]# helm repo list
NAME 	URL                                      
azure	http://mirror.azure.cn/kubernetes/charts/
ali  	https://apphub.aliyuncs.com     

搜索prometheus-operator。

[root@k8scloude1 ~]# helm search repo prometheus-operator
NAME                     	CHART VERSION	APP VERSION	DESCRIPTION                                       
ali/prometheus-operator  	8.7.0        	0.35.0     	Provides easy monitoring definitions for Kubern...
azure/prometheus-operator	9.3.2        	0.38.1     	DEPRECATED Provides easy monitoring definitions...

安装prometheus-operator。

[root@k8scloude1 ~]# helm install prometheus ali/prometheus-operator
W0219 21:11:11.684133  125088 warnings.go:70] apiextensions.k8s.io/v1beta1 CustomResourceDefinition is deprecated in v1.16+, unavailable in v1.22+; use apiextensions.k8s.io/v1 CustomResourceDefinition
W0219 21:11:11.707883  125088 warnings.go:70] apiextensions.k8s.io/v1beta1 CustomResourceDefinition is deprecated in v1.16+, unavailable in v1.22+; use apiextensions.k8s.io/v1 CustomResourceDefinition
......
W0219 21:11:46.261737  125088 warnings.go:70] policy/v1beta1 PodSecurityPolicy is deprecated in v1.21+, unavailable in v1.25+
W0219 21:11:47.064316  125088 warnings.go:70] policy/v1beta1 PodSecurityPolicy is deprecated in v1.21+, unavailable in v1.25+
W0219 21:11:55.302140  125088 warnings.go:70] policy/v1beta1 PodSecurityPolicy is deprecated in v1.21+, unavailable in v1.25+
NAME: prometheus
LAST DEPLOYED: Sat Feb 19 21:11:14 2022
NAMESPACE: helm
STATUS: deployed
REVISION: 1
NOTES:
The Prometheus Operator has been installed. Check its status by running:
  kubectl --namespace helm get pods -l "release=prometheus"

Visit https://github.com/coreos/prometheus-operator for instructions on how
to create & configure Alertmanager and Prometheus instances using the Operator.

查看安装的应用。

[root@k8scloude1 ~]# helm ls
NAME      	NAMESPACE	REVISION	UPDATED                                	STATUS  	CHART                    	APP VERSION
prometheus	helm     	1       	2022-02-19 21:11:14.316586608 +0800 CST	deployed	prometheus-operator-8.7.0	0.35.0     

查看pod,发现一个pod拉取镜像失败ImagePullBackOff。

[root@k8scloude1 ~]# kubectl get pod -o wide
NAME                                                     READY   STATUS             RESTARTS   AGE     IP                NODE         NOMINATED NODE   READINESS GATES
alertmanager-prometheus-prometheus-oper-alertmanager-0   1/2     ImagePullBackOff   0          5m14s   10.244.112.152    k8scloude2              
prometheus-grafana-74578c7898-xb7h6                      2/2     Running            0          5m36s   10.244.112.143    k8scloude2              
prometheus-kube-state-metrics-6b4d9598d9-c9xv9           1/1     Running            0          5m36s   10.244.251.218    k8scloude3              
prometheus-prometheus-node-exporter-nwgck                1/1     Running            0          5m36s   192.168.110.129   k8scloude2              
prometheus-prometheus-node-exporter-rq96m                1/1     Running            0          5m36s   192.168.110.130   k8scloude1              
prometheus-prometheus-node-exporter-w4bhq                1/1     Running            0          5m36s   192.168.110.128   k8scloude3              
prometheus-prometheus-oper-operator-5b57575c97-6x4th     2/2     Running            0          5m36s   10.244.251.221    k8scloude3              
prometheus-prometheus-prometheus-oper-prometheus-0       3/3     Running            1          5m4s    10.244.112.147    k8scloude2              

查看pod的日志。

[root@k8scloude1 ~]# kubectl logs alertmanager-prometheus-prometheus-oper-alertmanager-0
error: a container name must be specified for pod alertmanager-prometheus-prometheus-oper-alertmanager-0, choose one of: [alertmanager config-reloader]

因为alertmanager-prometheus-prometheus-oper-alertmanager-0这个pod里有2个容器,查看日志需要指明看哪个容器的日志,使用-c指定容器名,查看alertmanager-prometheus-prometheus-oper-alertmanager-0这个pod里alertmanager容器的日志,报错了,但是只是说镜像拉取失败,没说具体是哪个镜像拉取失败。

[root@k8scloude1 ~]# kubectl logs alertmanager-prometheus-prometheus-oper-alertmanager-0 -c alertmanager
Error from server (BadRequest): container "alertmanager" in pod "alertmanager-prometheus-prometheus-oper-alertmanager-0" is waiting to start: trying and failing to pull image

查看alertmanager-prometheus-prometheus-oper-alertmanager-0这个pod里config-reloader容器的日志,没报错。

[root@k8scloude1 ~]# kubectl logs alertmanager-prometheus-prometheus-oper-alertmanager-0 -c config-reloader

kubectl describe查看pod的描述信息,可以看到报错:Back-off pulling image "registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0",由此判定是registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0镜像下载失败。

[root@k8scloude1 ~]# kubectl describe pod alertmanager-prometheus-prometheus-oper-alertmanager-0
Name:         alertmanager-prometheus-prometheus-oper-alertmanager-0
Namespace:    helm
Priority:     0
Node:         k8scloude2/192.168.110.129
......
......
Events:
  Type     Reason     Age                   From               Message
  ----     ------     ----                  ----               -------
  Normal   Scheduled  7m39s                 default-scheduler  Successfully assigned helm/alertmanager-prometheus-prometheus-oper-alertmanager-0 to k8scloude2
  Normal   Pulling    6m13s                 kubelet            Pulling image "registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-configmap-reload:v0.0.1"
  Normal   Started    5m25s                 kubelet            Started container config-reloader
  Normal   Pulled     5m25s                 kubelet            Successfully pulled image "registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-configmap-reload:v0.0.1" in 48.034472085s
  Normal   Created    5m25s                 kubelet            Created container config-reloader
  Normal   BackOff    111s (x5 over 4m10s)  kubelet            Back-off pulling image "registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0"
  Warning  Failed     111s (x5 over 4m10s)  kubelet            Error: ImagePullBackOff
  Normal   Pulling    97s (x4 over 7m38s)   kubelet            Pulling image "registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0"
  Warning  Failed     26s (x4 over 6m13s)   kubelet            Failed to pull image "registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0": rpc error: code = Unknown desc = context canceled
  Warning  Failed     26s (x4 over 6m13s)   kubelet            Error: ErrImagePull

我们去kubernetes集群的worker节点手动下载registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0镜像,k8scloude3节点下载镜像。

[root@k8scloude3 ~]# docker pull registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0
v0.20.0: Pulling from kubeapps/quay-alertmanager
0f8c40e1270f: Already exists 
626a2a3fee8c: Already exists 
05ec5ff61d82: Pull complete 
3e4eb9050294: Pull complete 
c920019f84ec: Pull complete 
59ee938b06a9: Pull complete 
Digest: sha256:b9323917a2eda265bec69e59a457f001c529facbbc8166df277f4850cdac61a0
Status: Downloaded newer image for registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0
registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0

[root@k8scloude3 ~]# docker images | grep quay-alertmanager
registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager          v0.20.0     0881eb8f169f   2 years ago     52.1MB

因为k8scloude2节点镜像下载不下来,所以把k8scloude3节点的镜像导出为tar包,然后k8scloude2节点导入tar包加载镜像,关于docker更多操作,请查看博客《一文搞懂docker容器基础:docker镜像管理,docker容器管理》。

[root@k8scloude3 ~]# docker save registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0 >quay-alertmanager0.20.tar

[root@k8scloude3 ~]# ls
quay-alertmanager0.20.tar  

把quay-alertmanager0.20.tar包传到k8scloude2节点。

[root@k8scloude3 ~]# scp quay-alertmanager0.20.tar k8scloude2:~/

k8scloude2加载镜像包,此时两个worker节点都已经存在了registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager镜像。

[root@k8scloude2 ~]# docker load -i quay-alertmanager0.20.tar 
fd718f46814b: Loading layer [==================================================>]  3.584kB/3.584kB
Loaded image: registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager:v0.20.0

[root@k8scloude2 ~]# docker images | grep quay-alertmanager
registry.cn-hangzhou.aliyuncs.com/kubeapps/quay-alertmanager                 v0.20.0               0881eb8f169f   2 years ago     52.1MB

查看pod,此时alertmanager-prometheus-prometheus-oper-alertmanager-0也变为Running状态。

[root@k8scloude1 helm]# kubectl get pod -o wide
NAME                                                     READY   STATUS    RESTARTS   AGE   IP                NODE         NOMINATED NODE   READINESS GATES
alertmanager-prometheus-prometheus-oper-alertmanager-0   2/2     Running   0          15m   10.244.112.152    k8scloude2              
prometheus-grafana-74578c7898-xb7h6                      2/2     Running   0          15m   10.244.112.143    k8scloude2              
prometheus-kube-state-metrics-6b4d9598d9-c9xv9           1/1     Running   0          15m   10.244.251.218    k8scloude3              
prometheus-prometheus-node-exporter-nwgck                1/1     Running   0          15m   192.168.110.129   k8scloude2              
prometheus-prometheus-node-exporter-rq96m                1/1     Running   0          15m   192.168.110.130   k8scloude1              
prometheus-prometheus-node-exporter-w4bhq                1/1     Running   0          15m   192.168.110.128   k8scloude3              
prometheus-prometheus-oper-operator-5b57575c97-6x4th     2/2     Running   0          15m   10.244.251.221    k8scloude3              
prometheus-prometheus-prometheus-oper-prometheus-0       3/3     Running   1          15m   10.244.112.147    k8scloude2              

此时prometheus-operator就安装完毕了。

五.配置prometheus-operator

5.1 修改grafana的svc类型

查看svc,grafana是可视化界面,此时prometheus-grafana的svc类型为ClusterIP,外界访问不了,我们修改grafana的svc发布类型,使其外界能够访问grafana web界面。关于svc的发布类型,详情请查看博客《Kubernetes(k8s)服务service:service的发现和service的发布》。

[root@k8scloude1 helm]# kubectl get svc -o wide
NAME                                      TYPE        CLUSTER-IP       EXTERNAL-IP   PORT(S)                      AGE   SELECTOR
alertmanager-operated                     ClusterIP   None                     9093/TCP,9094/TCP,9094/UDP   16m   app=alertmanager
prometheus-grafana                        ClusterIP   10.108.86.134            80/TCP                       16m   app=grafana,release=prometheus
prometheus-kube-state-metrics             ClusterIP   10.105.107.5             8080/TCP                     16m   app.kubernetes.io/instance=prometheus,app.kubernetes.io/name=kube-state-metrics
prometheus-operated                       ClusterIP   None                     9090/TCP                     15m   app=prometheus
prometheus-prometheus-node-exporter       ClusterIP   10.109.42.88             9100/TCP                     16m   app=prometheus-node-exporter,release=prometheus
prometheus-prometheus-oper-alertmanager   ClusterIP   10.104.36.37             9093/TCP                     16m   alertmanager=prometheus-prometheus-oper-alertmanager,app=alertmanager
prometheus-prometheus-oper-operator       ClusterIP   10.107.93.11             8080/TCP,443/TCP             16m   app=prometheus-operator-operator,release=prometheus
prometheus-prometheus-oper-prometheus     ClusterIP   10.102.189.146           9090/TCP                     16m   app=prometheus,prometheus=prometheus-prometheus-oper-prometheus

kubectl edit编辑svc,把svc的类型从ClusterIP改为NodePort。

[root@k8scloude1 helm]# kubectl edit svc prometheus-grafana
service/prometheus-grafana edited

查看svc,此时prometheus-grafana的类型变为了NodePort,外界访问节点IP:30355,即可访问grafana界面。

[root@k8scloude1 helm]# kubectl get svc -o wide
NAME                                      TYPE        CLUSTER-IP       EXTERNAL-IP   PORT(S)                      AGE   SELECTOR
alertmanager-operated                     ClusterIP   None                     9093/TCP,9094/TCP,9094/UDP   17m   app=alertmanager
prometheus-grafana                        NodePort    10.108.86.134            80:30355/TCP                 17m   app=grafana,release=prometheus
prometheus-kube-state-metrics             ClusterIP   10.105.107.5             8080/TCP                     17m   app.kubernetes.io/instance=prometheus,app.kubernetes.io/name=kube-state-metrics
prometheus-operated                       ClusterIP   None                     9090/TCP                     16m   app=prometheus
prometheus-prometheus-node-exporter       ClusterIP   10.109.42.88             9100/TCP                     17m   app=prometheus-node-exporter,release=prometheus
prometheus-prometheus-oper-alertmanager   ClusterIP   10.104.36.37             9093/TCP                     17m   alertmanager=prometheus-prometheus-oper-alertmanager,app=alertmanager
prometheus-prometheus-oper-operator       ClusterIP   10.107.93.11             8080/TCP,443/TCP             17m   app=prometheus-operator-operator,release=prometheus
prometheus-prometheus-oper-prometheus     ClusterIP   10.102.189.146           9090/TCP                     17m   app=prometheus,prometheus=prometheus-prometheus-oper-prometheus

5.2 查询grafana的账号密码

打开浏览器访问:物理机IP:30355,即可访问grafana,我们访问http://192.168.110.130:30355/login,grafana需要输入账号密码才可以登录。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第3张图片

现在需要查询grafana的账号密码,grafana的账号密码都是放在secret里保存的。

查看secret,grafana的账号密码保存在prometheus-grafana里。

[root@k8scloude1 helm]# kubectl get secret -o wide
NAME                                                          TYPE                                  DATA   AGE
alertmanager-prometheus-prometheus-oper-alertmanager          Opaque                                1      21m
default-token-ztjjd                                           kubernetes.io/service-account-token   3      5h49m
prometheus-grafana                                            Opaque                                3      21m
prometheus-grafana-test-token-hvdpz                           kubernetes.io/service-account-token   3      21m
prometheus-grafana-token-4hvvc                                kubernetes.io/service-account-token   3      21m
。。。。。。

以yaml文件的方式查看prometheus-grafana的信息,可以看到账号密码如下:

  • 账号admin-user: YWRtaW4=

  • 密码admin-password: cHJvbS1vcGVyYXRvcg==

不过账号密码被加密了,需要进行解密。

[root@k8scloude1 helm]# kubectl get secrets prometheus-grafana -o yaml
apiVersion: v1
data:
  admin-password: cHJvbS1vcGVyYXRvcg==
  admin-user: YWRtaW4=
  ldap-toml: ""
kind: Secret
metadata:
  annotations:
    meta.helm.sh/release-name: prometheus
    meta.helm.sh/release-namespace: helm
  creationTimestamp: "2022-02-19T13:11:43Z"
  labels:
    app: grafana
    app.kubernetes.io/managed-by: Helm
    chart: grafana-4.3.0
    heritage: Helm
    release: prometheus
  name: prometheus-grafana
  namespace: helm
  resourceVersion: "2359089"
  selfLink: /api/v1/namespaces/helm/secrets/prometheus-grafana
  uid: 1e081320-13cf-422e-b7b9-bc08b6ea8d23
type: Opaque

解密账号。

[root@k8scloude1 helm]# kubectl get secrets prometheus-grafana -o jsonpath='{.data.admin-user}' | base64 -d
admin

解密密码。

[root@k8scloude1 helm]# kubectl get secrets prometheus-grafana -o jsonpath='{.data.admin-password}' | base64 -d
prom-operator

5.3 访问grafana web界面

得到账号密码之后,登录http://192.168.110.130:30355/login就可以进入grafana了,grafana首页如下所示:

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第4张图片

接下来添加数据源,configuration-->data source-->Add data source添加数据源。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第5张图片

默认已经存在了prometheus这个数据源,选择prometheus。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第6张图片

此时查看节点的资源使用情况,选择nodes节点。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第7张图片

现在展示的就是kubernetes集群的节点资源使用情况了。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第8张图片

如果觉得默认的dashboard不好看,可以去grafana官网找其他模板,访问grafana官网:https://grafana.com/grafana/dashboards/。在grafana官网觉得9873这个模板好看,点击copy ID to Clipboard,复制ID。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第9张图片

在Import,输入模板ID 9873 进行导入。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第10张图片

选择prometheus进行导入。

轻松打造强大监控系统:用Helm在Kubernetes上构建Prometheus Operator监控!_第11张图片

这样就成功导入了新的模板。

六.删除prometheus operator

查看已经安装的应用。

[root@k8scloude1 helm]# helm ls
NAME      	NAMESPACE	REVISION	UPDATED                                	STATUS  	CHART                    	APP VERSION
prometheus	helm     	1       	2022-02-19 21:11:14.316586608 +0800 CST	deployed	prometheus-operator-8.7.0	0.35.0  

删除prometheus。

[root@k8scloude1 helm]# helm delete prometheus
W0219 22:12:41.986757   52171 warnings.go:70] rbac.authorization.k8s.io/v1beta1 RoleBinding is deprecated in v1.17+, unavailable in v1.22+; use rbac.authorization.k8s.io/v1 RoleBinding
W0219 22:12:42.000754   52171 warnings.go:70] rbac.authorization.k8s.io/v1beta1 Role is deprecated in v1.17+, unavailable in v1.22+; use rbac.authorization.k8s.io/v1 Role
W0219 22:12:42.026096   52171 warnings.go:70] rbac.authorization.k8s.io/v1beta1 ClusterRoleBinding is deprecated in v1.17+, unavailable in v1.22+; use rbac.authorization.k8s.io/v1 ClusterRoleBinding
......
W0219 22:12:42.599013   52171 warnings.go:70] admissionregistration.k8s.io/v1beta1 ValidatingWebhookConfiguration is deprecated in v1.16+, unavailable in v1.22+; use admissionregistration.k8s.io/v1 ValidatingWebhookConfiguration
release "prometheus" uninstalled

[root@k8scloude1 helm]# helm ls
NAME	NAMESPACE	REVISION	UPDATED	STATUS	CHART	APP VERSION

删除prometheus-operator之后,对应的pod和svc都被删除了。

[root@k8scloude1 helm]# kubectl get pod -o wide
No resources found in helm namespace.

[root@k8scloude1 helm]# kubectl get svc -o wide
No resources found in helm namespace.

七.总结

在本文中,我们介绍了如何使用Helm将Prometheus Operator部署到Kubernetes集群中,并添加了自定义配置以满足我们的需求。通过这种方式,我们可以更加方便地管理和部署Prometheus Operator,同时也可以提高我们对Kubernetes集群的监控能力。

除了使用Helm部署Prometheus Operator之外,我们还可以使用其他工具来进行部署和管理。例如,kube-prometheus是一种用于在Kubernetes上运行和管理Prometheus的解决方案,它也可以自动创建、配置和管理Prometheus实例。如果您需要更高级的功能,可以尝试使用kube-prometheus进行部署和管理。

文章转载自:人生的哲理

原文链接:https://www.cnblogs.com/renshengdezheli/p/17484619.html

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