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Implement OpenTelemetry for improved observability #90

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PouriaSeyfi opened this issue May 28, 2024 · 0 comments
Open

Implement OpenTelemetry for improved observability #90

PouriaSeyfi opened this issue May 28, 2024 · 0 comments

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@PouriaSeyfi
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As our application continues to grow in complexity, we need to improve our observability capabilities to better understand the performance and behavior of our systems. The current logging approach is becoming insufficient, and we need a more comprehensive and standardized solution.

Proposal: Implement OpenTelemetry

OpenTelemetry is an open-source, vendor-neutral observability framework that provides a set of APIs, SDKs, and tools for generating and collecting telemetry data (metrics, logs, and traces) from applications and systems. By implementing OpenTelemetry, we can benefit from the following:

  1. Vendor-neutral approach: OpenTelemetry allows us to collect and export telemetry data to various observability backends, such as Jaeger, Prometheus, Elasticsearch, and more, without being locked into a specific vendor or tool.

  2. Standardized instrumentation: The OpenTelemetry instrumentation APIs provide a consistent way for developers to instrument their applications, making it easier to maintain and scale the observability solution.

  3. Distributed tracing: OpenTelemetry supports standard distributed context propagation formats, such as the W3C Trace Context, enabling end-to-end tracing across service boundaries.

  4. Comprehensive telemetry: By implementing OpenTelemetry, we can capture a more complete set of observability data, including metrics, logs, and traces, providing a deeper understanding of our system's behavior.

Implementation Plan

  1. Evaluate the current observability solution and identify the pain points that OpenTelemetry can address.
  2. Research and evaluate the available OpenTelemetry SDKs for the programming languages used in our application.
  3. Develop a plan for incrementally integrating OpenTelemetry into our codebase, starting with critical components or services.
  4. Implement the necessary OpenTelemetry instrumentation and configure the data exporters to integrate with our preferred observability backends.
  5. Develop dashboards, alerts, and other observability tools to leverage the data collected by OpenTelemetry.
  6. Provide training and documentation for developers to ensure consistent and effective use of OpenTelemetry throughout the organization.

Anticipated Benefits

  • Improved visibility into the performance and behavior of our application
  • Ability to quickly identify and troubleshoot issues by leveraging the comprehensive telemetry data
  • Flexibility to adapt our observability solution as our needs evolve, without being locked into a specific vendor
  • Standardized approach to instrumentation, making it easier to maintain and scale the observability solution

Conclusion

Implementing OpenTelemetry is a strategic investment that will significantly enhance our observability capabilities and provide valuable insights into the health and performance of our application.

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