fix(autonomous): engine update in docs/kubernetes-autoscaling.md

docs/kubernetes-autoscaling.md

@@ -35,7 +35,6 @@
     - Horizontally scaling a monolith is much more difficult; and we simply can’t independently scale any of the “parts” of a monolith. This isn’t ideal, because it might only be a small part of the monolith that causes the performance problem. Yet, we would have to vertically scale the entire monolith to fix it. Vertically scaling a large monolith can be an expensive proposition.
     - Instead, with microservices, we have numerous options for scaling. For instance, we can independently fine-tune the performance of small parts of our system to eliminate bottlenecks and achieve the right mix of performance outcomes.
 - [cloud.ibm.com: Tutorial - Scalable webapp 🌟](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-webapp-kubernetes)
-- [containiq.com: Kubernetes Autoscaling: A Beginners Guide. Getting Started + Examples](https://www.containiq.com/post/kubernetes-autoscaling) In this article, you'll cover an overview of the autoscaling feature provided by Kubernetes. You'll also explore how autoscaling works and how you can configure it.
 - [medmouine/Kubernetes-autoscaling-poster: Kubernetes autoscaling poster [PDF] 🌟](https://github.com/medmouine/Kubernetes-autoscaling-poster/blob/main/k8s-auto-scaling-poster.pdf)
 - [medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb](https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airbnb-d79ae3afa132) In this post, you'll learn about how Airbnb dynamically size their clusters using the Kubernetes Cluster Autoscaler, and highlight the functionality they've contributed to the sig-autoscaling community
 - [chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus metrics](https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-prometheus-metrics-1eb64b23919e)
@@ -53,7 +52,6 @@
 
 ## Cluster Autoscaler Kubernetes Tool
 
-- [kubernetes.io: Cluster Management - **Resizing a cluster**](https://kubernetes.io/docs/tasks/administer-cluster/cluster-management/#resizing-a-cluster)
 - [github.com/kubernetes: **Kubernetes Cluster Autoscaler**](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler)
 - [Kubernetes Autoscaling in Production: Best Practices for **Cluster Autoscaler, HPA and VPA**](https://www.replex.io/blog/kubernetes-in-production-best-practices-for-cluster-autoscaler-hpa-and-vpa) In this article we will take a deep dive into Kubernetes autoscaling tools including the cluster autoscaler, the horizontal pod autoscaler and the vertical pod autoscaler. We will also identify best practices that developers, DevOps and Kubernetes administrators should follow when configuring these tools.
 - [gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal Pod Autoscaler, and Vertical Pod Autoscaler](https://levelup.gitconnected.com/kubernetes-autoscaling-101-cluster-autoscaler-horizontal-pod-autoscaler-and-vertical-pod-2a441d9ad231)
@@ -69,7 +67,6 @@
 - [itnext.io: Kubernetes Resources and Autoscaling — From Basics to Greatness 🌟](https://itnext.io/kubernetes-resources-and-autoscaling-from-basics-to-greatness-7cae17fbf27b)
 - [kubedex.com: autoscaling 🌟](https://kubedex.com/autoscaling)
 - [==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler== 🌟](https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-5d60c10c3dc1)
-- [==hashnode.com: Proactive cluster autoscaling in Kubernetes | Daniele Polencic== 🌟🌟](https://hashnode.com/post/proactive-cluster-autoscaling-in-kubernetes-cl88pz1ua01obu5nv24520hv6) **Scaling nodes in a Kubernetes cluster could take several minutes with the default settings. Learn how to size your cluster nodes and proactively create nodes for quicker scaling.**
 - [symbiosis.host: Benchmarking Kubernetes node initialization](https://symbiosis.host/blog/comparing-node-launch-times) **In this benchmark, you will compare cluster initialization time across 8 managed Kubernetes providers**
     - Kubernetes nodes are slow to initialize. OS's have to be booted, networks have to be configured, kubelets need to initialize, certificates need to be issued and approved, and so on...
     - The unfortunate side effect is that cluster autoscaling is limited by the time it takes to add more nodes into the pool. If your environment sees a sudden spike in usage there might not be enough time to scale up to handle the additional load.
@@ -181,7 +178,6 @@
 - [engineering.zalando.com: Building an End to End load test automation system on top of Kubernetes](https://engineering.zalando.com/posts/2021/03/building-an-end-to-end-load-test-automation-system-on-top-of-kubernetes.html) Learn how we built an end-to-end load test automation system to make load tests a routine task.
 - [thenewstack.io: Sidecars are Changing the Kubernetes Load-Testing Landscape](https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landscape/) Sidecars don't just capture traffic. They can replay it as well. They can also transform any metadata, like timestamps, before it sends it to your application.
 - [medium.com/teamsnap-engineering: Load Testing a Service with ~20,000 Requests per Second with Locust, Helm, and Kustomize](https://medium.com/teamsnap-engineering/load-testing-a-service-with-20-000-requests-per-second-with-locust-helm-and-kustomize-ea9bea02ae28)
-- [containiq.com: Kubernetes Load Testing | 8 Tools & Best Practices](https://www.containiq.com/post/kubernetes-load-testing) If you want to understand your Kubernetes application, performance testing is crucial. In this post, you’ll look at the value of performance testing, how to get started, and testing tools.
 
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