Monitoring / Logging
Monitoring observes the availability and performance of IT systems in real time; logging is the structured recording of events and errors.
Monitoring and logging are the eyes and ears of every IT infrastructure. Without them teams work blind: outages are noticed only when customers complain and troubleshooting is like finding a needle in a haystack. Professional monitoring detects problems before they become outages; structured logging enables fast root-cause analysis. Together they form the foundation of stable, reliable IT operations.
What is Monitoring / Logging?
Monitoring is the continuous observation of IT systems for availability, performance and health. Metrics such as CPU, memory, disk, response times and error rates are collected and visualized in real time. Logging is the systematic recording of events in an application or infrastructure – from error messages and access logs to audit trails. Modern observability adds distributed tracing to follow a request across distributed systems. The three pillars – metrics, logs and traces – together give a complete picture of system state. Tools like Prometheus, Grafana, the ELK stack and Datadog are industry standards.
How does Monitoring / Logging work?
Monitoring agents or exporters collect metrics from servers, containers and applications and send them to a central platform (e.g. Prometheus). Dashboards in Grafana visualize data in real time. Alerting rules trigger notifications by email, Slack or PagerDuty when thresholds are exceeded. For logging, applications write structured logs (e.g. JSON) that are collected by shippers (Filebeat, Fluentd) and sent to a central system (e.g. Elasticsearch). There logs can be searched, filtered and correlated. Distributed tracing (Jaeger, Zipkin) follows individual requests through all involved services.
Practical Examples
Infrastructure monitoring: Prometheus collects CPU, RAM and disk metrics from all servers; Grafana shows dashboards and triggers alerts on bottlenecks.
APM: Datadog or New Relic measure response times, error rates and throughput per API endpoint in real time.
Centralized logging: ELK stack (Elasticsearch, Logstash, Kibana) collects logs from all microservices and allows searching millions of entries in seconds.
Uptime monitoring: External services like Pingdom or UptimeRobot periodically check website and API availability from multiple regions.
Security logging: SIEM systems like Splunk aggregate security-relevant logs and detect patterns such as repeated failed logins.
Typical Use Cases
Proactive issue detection: Alerts warn before disks fill, certificates expire or services stop responding
Performance optimization: Monitoring data reveals bottlenecks that can be optimized
Incident response: Structured logs shorten root-cause analysis from hours to minutes
SLA compliance: Monitoring provides the data for availability reports and SLA proof
Capacity planning: Historical metrics show trends and help plan resource growth
Advantages and Disadvantages
Advantages
- Early problem detection: Anomalies are found before they cause outages
- Faster resolution: Structured logs and traces significantly reduce MTTR
- Data-driven decisions: Metrics provide facts instead of guesswork for capacity and architecture
- Transparency: All stakeholders can see system state in real time
Disadvantages
- Data volume: Monitoring and logging produce large amounts of data to store and process
- Alert fatigue: Too many or poorly tuned alerts cause important ones to be missed
- Implementation effort: A professional monitoring setup needs planning, tooling and ongoing care
- Cost: Commercial APM tools can be expensive at high data volume
Frequently Asked Questions about Monitoring / Logging
What is the difference between monitoring and observability?
Which open-source tools are good for monitoring and logging?
How long should logs be kept?
Related Terms
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