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What are the best practices for using Prometheus in production environments?

2月21日 15:40

Best practices for Prometheus in production environments:

Architecture Design:

  1. High Availability Deployment:
  • Deploy multiple Prometheus instances
  • Use Thanos or Cortex for long-term storage
  • Configure load balancing to distribute query load
  1. Resource Planning:
yaml
resources: requests: memory: "4Gi" cpu: "2" limits: memory: "8Gi" cpu: "4"
  1. Data Retention Policy:
yaml
storage: tsdb: retention.time: 15d retention.size: 50GB

Monitoring Metric Design:

  1. Naming Conventions:
  • Use underscores as separators
  • Include application name
  • Use standard units (bytes, seconds)
  • Example: http_requests_total, memory_usage_bytes
  1. Label Design:
  • Use meaningful labels
  • Avoid high-cardinality labels
  • Maintain label consistency
  • Example: job="api", instance="10.0.0.1:9090"
  1. Metric Type Selection:
  • Counter: Cumulative values (request counts, error counts)
  • Gauge: Instantaneous values (memory, CPU)
  • Histogram: Distribution statistics (latency, response size)
  • Summary: Client-side quantiles

Alerting Strategy:

  1. Tiered Alerting:
yaml
- alert: CriticalError expr: error_rate > 0.1 labels: severity: critical - alert: WarningError expr: error_rate > 0.05 labels: severity: warning
  1. Alert Inhibition:
yaml
inhibit_rules: - source_match: severity: 'critical' target_match: severity: 'warning' equal: ['alertname', 'instance']
  1. Alert Routing:
yaml
route: group_by: ['alertname', 'cluster'] group_wait: 10s group_interval: 10s repeat_interval: 12h receiver: 'default' routes: - match: severity: critical receiver: 'pagerduty'

Security Configuration:

  1. Authentication and Authorization:
yaml
basic_auth: username: admin password: ${PROMETHEUS_PASSWORD}
  1. TLS Encryption:
yaml
tls_config: cert_file: /etc/prometheus/certs/server.crt key_file: /etc/prometheus/certs/server.key client_ca_file: /etc/prometheus/certs/ca.crt
  1. Network Security:
  • Use firewalls to restrict access
  • Configure Kubernetes NetworkPolicy
  • Use VPN or private networks

Operations Management:

  1. Configuration Management:
  • Use version control (Git)
  • Deploy using Helm or Operator
  • Implement change review processes
  1. Backup Strategy:
bash
# Regularly backup configuration and data promtool tsdb snapshot /var/lib/prometheus/ /backup/
  1. Monitor Prometheus Itself:
promql
# Health status up{job="prometheus"} # Performance metrics prometheus_tsdb_head_samples_appended_total prometheus_query_duration_seconds_sum # Storage metrics prometheus_tsdb_storage_blocks_bytes

Performance Optimization:

  1. Scraping Optimization:
  • Set reasonable scrape intervals
  • Use Recording Rules
  • Filter unnecessary metrics
  1. Query Optimization:
  • Use pre-computed rules
  • Limit query time ranges
  • Use label filtering
  1. Storage Optimization:
  • Configure data compression
  • Regularly clean old data
  • Use external storage

Documentation and Training:

  1. Documentation:
  • Monitoring architecture documentation
  • Alert rule descriptions
  • Troubleshooting procedures
  • Operations manual
  1. Training:
  • Team training plan
  • On-call rotation system
  • Emergency drills

Continuous Improvement:

  1. Regular Reviews:
  • Review alert rules
  • Optimize query performance
  • Clean up unused metrics
  1. Performance Monitoring:
  • Monitor resource usage
  • Analyze query performance
  • Optimize storage strategy
  1. Security Audits:
  • Regular security checks
  • Update dependency versions
  • Review access permissions
标签:Prometheus