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Atlassian migrates metrics platform to OpenTelemetry, enhancing performance and efficiency

Atlassian has transitioned its metrics platform from gostatsd to OpenTelemetry to improve data handling and resource efficiency.

WHY IT MATTERS

This migration demonstrates a strategic shift towards OpenTelemetry, which is gaining traction as a standard in observability. By adopting OpenTelemetry, Atlassian aims to future-proof its metrics pipeline and reduce operational costs while maintaining high service levels. The changes made during this migration could set precedents for other organizations looking to modernize their observability frameworks.

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The three things worth knowing

01

Atlassian replaced gostatsd with OpenTelemetry to better support emerging data standards.

02

The migration involved a step-by-step approach to minimize disruption across services.

03

Optimization strategies included improved load distribution and reduced CPU consumption.

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ORIGINAL ANALYSIS

Atlassian's migration from gostatsd to OpenTelemetry reflects a broader industry trend towards adopting standardized observability solutions. This change allows Atlassian to support more data types and protocols, which is critical as the ecosystem evolves. The decision to maintain the existing interface while upgrading the backend means that service teams can continue to operate without immediate disruption.

The migration was carefully planned to avoid service interruptions, indicating a high level of operational maturity within Atlassian. By using the existing StatsD interface alongside the new OpenTelemetry Collector, they were able to transition without forcing teams to re-instrument their applications immediately. This phased approach is crucial for organizations with large-scale infrastructure, as it minimizes risk and maintains operational continuity.

The performance improvements from the migration are significant. By folding metrics into the existing tracing sidecar, Atlassian reported a 30% reduction in sidecar costs at scale, demonstrating the potential for resource optimization. Additionally, the enhanced load balancing strategy has led to a more even distribution of workloads, alleviating the issues associated with hot shards and improving overall system reliability.

The open-sourcing of the delta aggregation processor reflects Atlassian's commitment to community collaboration and transparency. By sharing their solution, they contribute to the broader observability ecosystem, potentially benefiting other organizations facing similar challenges. This move not only enhances their reputation but also encourages innovation within the community as others can build upon their work.

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CNCF OpenTelemetry everywhere: Migrating a metrics platform at scale Open ↗