Real-Time Monitoring with Edge Delta

Learn why you should use real-time monitoring.

Real-Time Monitoring is a crucial best practice in observability, where the focus is on ensuring that the monitoring system captures and reflects the current state of the system without delay. The goal is to enable immediate analysis and response to events as they happen.

Monitoring systems should begin processing from the most recent log entry, thereby skipping historical logs that may not be immediately relevant. This ensures that teams are alerted to issues and events occurring right now, allowing them to react to the current system state. Real-time monitoring enables teams to initiate quick diagnostic and remediation processes. Detecting issues instantaneously helps in reducing the Mean Time to Detect and the Mean Time to Respond, which are critical metrics in maintaining high availability and service reliability.

In dynamic environments, such as cloud-native or microservices architectures, where changes are frequent and the system state is continually evolving, real-time monitoring is particularly important to stay aligned with the fast-paced nature of updates and deployments. In addition, by prioritizing the ingestion of new log data, computing resources are allocated efficiently, focusing on the active parts of the system. This operational efficiency helps in reducing the processing overhead and potential information overload that can come from dealing with a backlog of log data.

Alongside immediate incident response, real-time monitoring data can be used to detect emerging trends and patterns that may indicate broader systemic issues or opportunities for optimization.

Certain industries have regulations that require real-time monitoring for compliance, where breaches or anomalies need to be reported almost immediately. To maximize the benefits of real-time monitoring, organizations should also consider:

  • Implementing proper logging levels in their applications to ensure valuable information is available in logs in real time.
  • Utilizing sufficient bandwidth and computing resources to handle the volume of real-time data without bottlenecks.
  • Integrating real-time alerts with incident management and response workflows to ensure immediate action can be taken.

Real-time monitoring is a proactive measure that bolsters operational stability, enhances security, and supports the delivery of high-quality services.

Visual Pipeline Source Nodes

Anomaly Detection

Log Patterns

Webhook destination node