Best practices for Prometheus in production environments:
Architecture Design:
- High Availability Deployment:
- Deploy multiple Prometheus instances
- Use Thanos or Cortex for long-term storage
- Configure load balancing to distribute query load
- Resource Planning:
yamlresources: requests: memory: "4Gi" cpu: "2" limits: memory: "8Gi" cpu: "4"
- Data Retention Policy:
yamlstorage: tsdb: retention.time: 15d retention.size: 50GB
Monitoring Metric Design:
- Naming Conventions:
- Use underscores as separators
- Include application name
- Use standard units (bytes, seconds)
- Example:
http_requests_total,memory_usage_bytes
- Label Design:
- Use meaningful labels
- Avoid high-cardinality labels
- Maintain label consistency
- Example:
job="api",instance="10.0.0.1:9090"
- 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:
- Tiered Alerting:
yaml- alert: CriticalError expr: error_rate > 0.1 labels: severity: critical - alert: WarningError expr: error_rate > 0.05 labels: severity: warning
- Alert Inhibition:
yamlinhibit_rules: - source_match: severity: 'critical' target_match: severity: 'warning' equal: ['alertname', 'instance']
- Alert Routing:
yamlroute: group_by: ['alertname', 'cluster'] group_wait: 10s group_interval: 10s repeat_interval: 12h receiver: 'default' routes: - match: severity: critical receiver: 'pagerduty'
Security Configuration:
- Authentication and Authorization:
yamlbasic_auth: username: admin password: ${PROMETHEUS_PASSWORD}
- TLS Encryption:
yamltls_config: cert_file: /etc/prometheus/certs/server.crt key_file: /etc/prometheus/certs/server.key client_ca_file: /etc/prometheus/certs/ca.crt
- Network Security:
- Use firewalls to restrict access
- Configure Kubernetes NetworkPolicy
- Use VPN or private networks
Operations Management:
- Configuration Management:
- Use version control (Git)
- Deploy using Helm or Operator
- Implement change review processes
- Backup Strategy:
bash# Regularly backup configuration and data promtool tsdb snapshot /var/lib/prometheus/ /backup/
- 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:
- Scraping Optimization:
- Set reasonable scrape intervals
- Use Recording Rules
- Filter unnecessary metrics
- Query Optimization:
- Use pre-computed rules
- Limit query time ranges
- Use label filtering
- Storage Optimization:
- Configure data compression
- Regularly clean old data
- Use external storage
Documentation and Training:
- Documentation:
- Monitoring architecture documentation
- Alert rule descriptions
- Troubleshooting procedures
- Operations manual
- Training:
- Team training plan
- On-call rotation system
- Emergency drills
Continuous Improvement:
- Regular Reviews:
- Review alert rules
- Optimize query performance
- Clean up unused metrics
- Performance Monitoring:
- Monitor resource usage
- Analyze query performance
- Optimize storage strategy
- Security Audits:
- Regular security checks
- Update dependency versions
- Review access permissions