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Failure Mitigation for Microservices: An Intro to Aperture

Failure Mitigation for Microservices: An Intro to Aperture

The article discusses the limitations of localized mitigation mechanisms in dealing with complex failures that involve interactions between services in a microservice system. It identifies four types of microservice failures:

  • cascading failure,
  • retry storm,
  • death spiral,
  • metastable failure.
The article explores the limitations of existing mitigation mechanisms, such as load shedding, circuit breakers, and auto-scaling. The author argues in favor of a globally aware failure mitigation approach and evaluates the open-source project Aperture , which enables such an approach.
  • Understand the limitations of localized mitigation mechanisms and the importance of a global approach to dealing with complex failures in a microservice system.
  • Be aware of the four types of microservice failures: cascading failure, retry storm, death spiral, and metastable failure.
  • Evaluate the limitations of existing mitigation mechanisms, such as load shedding, circuit breakers, and auto-scaling.
  • Consider adopting a globally aware failure mitigation approach, such as the open-source project Aperture, to improve the resilience of a microservice system.


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The FAUN watches over the forest of developers. It roams between Kubernetes clusters, code caves, AI trails, and cloud canopies, gathering the signals that matter and clearing out the noise.
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