monitoring-prometehus-thanos.pdf

Transcript

1. Monitoring with Prometheus & Thanos
2. Agenda Why Monitoring Monitoring Stack Why Thanos Thanos Components Managing Overload
3. Why SRE's Care About Monitoring?
4. How we monitor Monitoring Stack Prometheus, Operator: we k8s Thanos, Grafana Legacy Graphite & StatsD Prometheus on EC2
5. Deployment Prometheus operator helm chart: Prometheus, Alertmanager, Grafana servers Host node_exporter kube-state-metrics Default set of Alerts and Dashboards The helm chart IS NOT kube-prometheus
6. Configuration kube-prometheus/values.yaml prometheus: ingress: ... prometheusSpec: replicas: 2 retention: 48h storageSpec: ... alertmanager: ingress: ... alertmanagerSpec: ... config: route: routes: ... receivers: ...
7. Scraping targets kube-prometheus/values.yaml prometheus: prometheusSpec: serviceMonitorNamespaceSelector: any: true # scrape any ServiceMonitor which has metadata labels `prometheus=my-prometheus` serviceMonitorSelector: matchExpressions: - key: prometheus operator: In values: - my-prometheus ...
8. Scraping targets kubectl get servicemonitor random-cvs-k8s-sm -o yaml kind: ServiceMonitor metadata: labels: prometheus: my-prometheus name: random-svc-k8s-sm spec: namespaceSelector: matchNames: - tribe-name selector: matchLabels: app: random-svc-k8s
9. Namespaced Prometheus HA Prometheus pods per namespace Only for product engineering teams Reduce coupling between teams
10. Provisioning cluster-namespaces/charts/helmfile.yaml - name: {{ requiredEnv "NS_NAME" }}-monitoring namespace: monitoring chart: ./ns-monitoring version: 0.1.0 values: - ../namespaces/{{ requiredEnv "NS_NAME" }}/{{ requiredEnv "ENV_NAME" }}/values.yaml - ns-monitoring/values-{{ requiredEnv "ENV_NAME" }}.yaml.gotmpl
11. Configuration cluster-namespaces/charts/ns-monitoring/values-live.yaml.gotmpl prometheusSpec: matchExpressions: - key: app.kubernetes.io/instance operator: In values: - {{ requiredEnv "NS_NAME" }}-init ruleNamespaceSelector: matchExpressions: - key: app.kubernetes.io/instance operator: In values: - {{ requiredEnv "NS_NAME" }}-init serviceMonitorSelector: matchExpressions: ...
12. Listing Running Prometheus kgp -l app=prometheus -n monitoring | awk '{print $1}' prometheus-consumer-core-monitoring-prometheus-0 prometheus-consumer-core-monitoring-prometheus-1 prometheus-conversions-monitoring-prometheus-0 prometheus-conversions-monitoring-prometheus-1 prometheus-crm-data-monitoring-prometheus-0 prometheus-crm-data-monitoring-prometheus-1 prometheus-discovery-monitoring-prometheus-0 prometheus-discovery-monitoring-prometheus-1 prometheus-payments-monitoring-prometheus-0 prometheus-payments-monitoring-prometheus-1 prometheus-platform-monitoring-prometheus-0 prometheus-platform-monitoring-prometheus-1 ...
13. http://grafana.live-k8s.hellofresh.io/d/prometheus/prometheus? orgId=1&refresh=1m
14. Limitations Alerting on longer periods are not possible, retention is too low
15. Wrapping up HA Prometheus per namespace are automatically provisioned, altho they all run at monitoring namespace. Platform on-call team are paged if smth goes wrong. Shared responsibility between Cloud Runtime and SRE squads. Namespaced Prometheus pods have 12h of retention.
16. Routing Alerts charts/external/kube-prometheus/values-live-eks.yaml alertmanager: config: route: receiver: 'default-receiver' routes: - match: tribe: platform receiver: 'platform-opsgenie' # we need to do the step above for every tribe - match: tribe: page receiver: 'opsgenie'
17. Why Thanos? Prometheus federation is hard Global View Long term storage (LTS) Downsampling
18. Prometheus Federation Global Prometheus that pulls aggregated metrics from datacenter Prometheus servers.
20. Prometheus Federation prometheus.yaml scrape_configs: - job_name: 'federate' honor_labels: true metrics_path: '/federate' params: 'match[]': - '{__name__=~"job:.*"}' static_configs: - targets: - 'kube-prometheus:9090' - 'platform-prometheus:9090' - 'consumer-core-prometheus:9090'
21. Thanos Architecture
22. Thanos Querier
23. Thanos Sidecar
24. Thanos Store
25. Thanos Compactor
26. Thanos Ruler
27. HA Ruler Two different deployments rule: replicas: 1 persistence: enabled: true size: 10Gi storageClass: default ruleReplica: replicas: 1 ...
28. Deployment Models Federation, Global View Monitoring Cluster
29. Federation with Thanos
31. Managing Overload High cardinality metrics are likely to be the primary cause of the performance problems.
32. TSDB (Time Series Database) Briefly
33. Detecting a Problem prometheus_tsdb_head_series metric tells the total number of time series, check if it has increased
34. Detecting a Problem prometheus_tsdb_head_samples_appended_total tells the ingestion rate
35. Detecting a Problem Find expensive metrics topk(10, count by (name, job) ({name=~".+"}))
36. Reduce Load Dropping labels kubectl edit servicemonitors service-monitor-name endpoints: ... metricRelabelings: - action: labeldrop regex: (id|path|status)
37. Reduce Load Dropping metrics endpoints: ... metricRelabelings: - action: drop regex: component_(expensive_metric_foo|expensive_metric_bar) sourceLabels: - __name__
38. Reduce Load Increase scrape_interval and evaluation_interval On service monitor kubectl edit servicemonitors service-monitor-name endpoints: interval: 45s ... PS: Keep in mind that it’s not practical to increase these beyond 2 minutes
39. Reduce Load On Prometheus operator globally prometheusSpec: scrapeInterval: 45s evaluationInterval: 45s ...
40. Sample Limit On service monitor endpoints: sampleLimit: 150000 On thanos store helm chart config containers: - name: thanos-store args: - "--store.grpc.series-sample-limit={{ .Values.store.sampleLimit }}"
41. Thank you