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🎥 Kubernetes Scaling: Predictive Insights and Automation with Dynatrace

GosiaMurawska
Community Team
Community Team


Explore how you can leverage Dynatrace’s Davis® AI to forecast resource needs and automate pod scaling with workflows.

🚀 Key Highlights:
- Understand the importance of setting the correct quotas for your applications.
- Learn the differences between horizontal and vertical scaling and why HPA/VPA might not be enough.
- Discover how Davis® AI forecasts work and how they can predict resource usage.
- See how to integrate predictive scaling into a modern GitOps environment using GitHub for Workflows.

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📖 Chapters 📖

00:00 Introduction
00:42 Why is (auto-)scaling important?
01:10 How can you scale in Kubernetes?
02:00 What about Horizontal and Vertical Pod Autoscalers?
03:37 Predicting resource consumption with Davis® AI
10:18 Using Davis® AI to scale Kubernetes Workloads
14:34 Expecting the unexpected
15:42 Conclusion and key takeaways

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🔗 Additional Links
Explore our sample dashboards on the Dynatrace Playground
Get hands-on and deploy our predictive auto-scaling demo app using GitHub Codespace

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