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The DevOps 2.5 Toolkit

You're reading from   The DevOps 2.5 Toolkit Monitoring, Logging, and Auto-Scaling Kubernetes: Making Resilient, Self-Adaptive, And Autonomous Kubernetes Clusters

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Product type Paperback
Published in Nov 2019
Publisher Packt
ISBN-13 9781838647513
Length 322 pages
Edition 1st Edition
Concepts
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Author (1):
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Viktor Farcic Viktor Farcic
Author Profile Icon Viktor Farcic
Viktor Farcic
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Table of Contents (9) Chapters Close

1. Autoscaling Deployments and StatefulSets Based on Resource Usage FREE CHAPTER 2. Auto-scaling Nodes of a Kubernetes Cluster 3. Collecting and Querying Metrics and Sending Alerts 4. Debugging Issues Discovered Through Metrics and Alerts 5. Extending HorizontalPodAutoscaler with Custom Metrics 6. Visualizing Metrics and Alerts 7. Collecting and Querying Logs 8. What Did We Do? 9. Other Books You May Enjoy

Using HorizontalPodAutoscaler without metrics adapter

If we do not create a metrics adapter, Metrics Aggregator only knows about CPU and memory usage related to containers and nodes. To make things more complicated, that information is limited only to the last few minutes. Since HPA is just concerned about Pods and containers inside them, we are limited to only two metrics. When we create an HPA, it will scale or de-scale our Pods if memory or CPU consumption of the containers that constitute those Pods is above or below predefined thresholds.

Metrics Server periodically fetches information (CPU and memory) from Kubelets running inside worker nodes.

Those metrics are passed to Metrics Aggregator which, in this scenario, does not add any additional value. From there on, HPAs periodically consult the data in the Metrics Aggregator (through its API endpoint). When there is a discrepancy...

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