Monitoring¶
Collections of tools or software used to monitor your cloud services.
| Name | Description | Link |
|---|---|---|
| Grafana | Is a multi-platform open source analytics and interactive visualization web application. | Grafana |
| Prometheus | Is an open-source systems monitoring and alerting toolkit. | Prometheus |
| VictoriaMetrics | Is a fast, cost-saving, and scalable solution for monitoring and managing time series data by Nokia. | VictoriaMetrics |
Monitoring Fundamentals¶
Monitoring Types¶
- Infrastructure monitoring - Servers, networks, storage
- Application monitoring - Application performance and behavior
- Business monitoring - Business metrics and KPIs
- Security monitoring - Security events and threats
Monitoring Stack Components¶
Data Collection¶
- Metrics collection - Numerical measurements over time
- Log aggregation - Centralized log collection and storage
- Distributed tracing - Request flow across services
- Synthetic monitoring - Proactive testing and monitoring
Data Storage¶
- Time series databases - Optimized for metric data
- Log storage - Scalable log storage solutions
- Data retention - Policies for data lifecycle management
- Data compression - Efficient storage utilization
Visualization and Alerting¶
- Dashboards - Visual representation of metrics
- Alerting systems - Proactive issue notification
- Reporting - Regular performance reports
- Anomaly detection - Automated issue identification
Best Practices¶
Metrics Strategy¶
- Choose meaningful metrics - Focus on business-relevant indicators
- Avoid metric explosion - Don't monitor everything
- Use labels wisely - Organize metrics with appropriate labels
- Set up SLIs/SLOs - Define service level indicators and objectives
Dashboard Design¶
- User-focused dashboards - Design for specific audiences
- Hierarchical structure - From high-level to detailed views
- Consistent styling - Use consistent colors and layouts
- Performance optimization - Ensure dashboards load quickly
Alerting Strategy¶
- Alert on symptoms, not causes - Focus on user impact
- Reduce alert fatigue - Minimize false positives
- Escalation procedures - Clear escalation paths
- Runbook integration - Link alerts to troubleshooting guides
Popular Monitoring Stacks¶
Prometheus + Grafana¶
- Prometheus - Metrics collection and storage
- Grafana - Visualization and dashboards
- Alertmanager - Alert handling and routing
- Exporters - Metrics collection from various sources
Cloud-Native Solutions¶
- AWS CloudWatch - AWS native monitoring
- Azure Monitor - Azure monitoring platform
- Google Cloud Monitoring - GCP monitoring solution
- Datadog - SaaS monitoring platform
ELK Stack¶
- Elasticsearch - Search and analytics engine
- Logstash - Data processing pipeline
- Kibana - Visualization and exploration
- Beats - Lightweight data shippers
TICK Stack¶
- Telegraf - Data collection agent
- InfluxDB - Time series database
- Chronograf - Visualization and dashboards
- Kapacitor - Real-time streaming data processing
Have any suggestions, additions, best-practices or references? Please contribute to help others learn!