Merge pull request #4917 from Azure/pavneeta-patch-3

Update 2025-04-02-Scaling-Kubernetes-for-AI-and-Data-intensive-Worklo…

Author: palma21

blog/_posts/2025-04-02-Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads.md

@@ -17,7 +17,7 @@ With the fast-paced advancement of AI workloads, building and fine-tuning of mul
 
 While you can opt to scale your node pools out within a single cluster, there are some challenges that you might encounter, including but not limited to Kubernetes control plane scaling limits (e.g., kube-apiserver bottlenecks, etcd performance, pod and container limits) and even cloud providers' subscription, region, and/or resource limits.
 
-That is why here at AKS, we believe taking a different approach might be worth exploring. Rather than scaling out to tens of thousands of nodes within a single cluster, we think scaling out to tens or even hundreds of clusters may be a more efficient approach, especially when leveraging the [AKS Fleet Manager feature](https://learn.microsoft.com/azure/kubernetes-fleet/overview) which was first announced in October 2022 and is powered by the [KubeFleet](https://kfleet.io/) project recently donated to the CNCF Sandbox.
+That is why here at AKS, we believe taking a different approach might be worth exploring. Rather than scaling out to tens of thousands of nodes within a single cluster, we think scaling out to tens or even hundreds of clusters may be a more efficient approach, especially when leveraging the [AKS Fleet Manager feature](https://learn.microsoft.com/azure/kubernetes-fleet/overview) which was first announced in October 2022 and is powered by the [KubeFleet](https://kfleet.io/) project recently donated to the CNCF Sandbox. The reason people often didn't want to approach it this (multi-cluster) way is because they saw more clusters as more operational burden, with Azure Kubernetes Fleet Manager and AKS, that's no different than more nodes in a cluster. 
 
 With AKS Fleet Manager, you can unlock true limitless scalability by leveraging its ability to aggregate numerous AKS clusters for vast node provisioning tailored to your extensive AI training/serving and Data processing needs.
 - **Limitless Scalability**: By grouping numerous AKS clusters into a single fleet, we enable practically limitless scalability. Need 100,000 nodes for your AI training tasks? Azure Kubernetes Fleet Manager makes this achievable.