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Observability | OpenTelemetry | Grafana Correlation

From Chaos To Order: Telemetry Correlation with Grafana and OpenTelemetry

The Quest for the Holy Grail of Observability

6 min readMar 18, 2025

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A triangle displaying just how closely tied logs, metrics and traces are.
Telemetry Correlation | Grafana

Observability is critical to modern distributed systems, enabling developers and operations teams to gain deep insights into system behavior. OpenTelemetry, an open-source observability framework, standardizes the collection of telemetry data, including metrics, logs, and traces, across various services and platforms.

One of the most powerful capabilities of OpenTelemetry is correlation — the ability to connect related telemetry data across different dimensions. Correlation enables teams to seamlessly navigate from logs to traces, traces to logs, and metrics to both, helping in faster debugging, root cause analysis, and performance optimization.

Why Correlation is Essential

A single request might traverse multiple systems in a distributed system, each generating its own logs, traces, and metrics. Without correlation, troubleshooting issues requires sifting through siloed data and having an in-depth business understanding, making it time-consuming and error-prone. Correlation solves this by linking telemetry signals using unique identifiers…

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IT Chronicles
IT Chronicles

Published in IT Chronicles

Human Stories About Their Careers in Information Technology

Bruno Teixeira
Bruno Teixeira

Written by Bruno Teixeira

Principal Cloud Engineer with a distributed system’s background, a passion for working with the bleeding edge and an unhealthy obsession for automation.

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