Skip to main content

Day-17- Kubernetes Autoscaling — HPA, VPA, and KEDA

 Day-17- Kubernetes Autoscaling — HPA, VPA, and KEDA


Day-17
Today I explored Kubernetes Autoscaling — HPA, VPA, and KEDA.

Key Takeaways:
1️⃣ Horizontal Pod Autoscaler (HPA) : scales the number of pod replicas automatically based on CPU or memory usage. Perfect for handling variable traffic without manual intervention.
2️⃣ Vertical Pod Autoscaler (VPA) : adjusts resources (CPU & memory) of existing pods. Useful for workloads that can tolerate pod restarts and require dynamic resizing.
3️⃣ KEDA (Kubernetes Event-Driven Autoscaler) : scales pods based on external event sources like message queues, databases, or custom metrics. It can even scale down to 0 when idle, saving resources.
4️⃣ Hands-on Experiments:
✅ HPA increases pods as CPU spikes.
⚠️ VPA resizes pod resources automatically.
🚀 KEDA reacts to queue length or custom metrics, enabling event-driven scaling.
5️⃣ Autoscaling ensures efficient resource utilization, improves resilience, and reduces manual intervention in production environments.




Comments

Popular posts from this blog

Quick Guide to VCF Automation for VCD Administrators

  Quick Guide to VCF Automation for VCD Administrators VMware Cloud Foundation 9 (VCF 9) has been  released  and with it comes brand new Cloud Management Platform –  VCF Automation (VCFA)  which supercedes both Aria Automation and VMware Cloud Director (VCD). This blog post is intended for those people that know VCD quite well and want to understand how is VCFA similar or different to help them quickly orient in the new direction. It should be emphasized that VCFA is a new solution and not just rebranding of an old one. However it reuses a lot of components from its predecessors. The provider part of VCFA called Tenenat Manager is based on VCD code and the UI and APIs will be familiar to VCD admins, while the tenant part inherist a lot from Aria Automation and especially for VCD end-users will look brand new. Deployment and Architecture VCFA is generaly deployed from VCF Operations Fleet Management (former Aria Suite LCM embeded in VCF Ops. Fleet Management...
  Issue with Aria Automation Custom form Multi Value Picker and Data Grid https://knowledge.broadcom.com/external/article?articleNumber=345960 Products VMware Aria Suite Issue/Introduction Symptoms: Getting  error " Expected Type String but was Object ", w hen trying to use Complex Types in MultiValue Picker on the Aria for Automation Custom Form. Environment VMware vRealize Automation 8.x Cause This issue has been identified where the problem appears when a single column Multi Value Picker or Data Grid is used. Resolution This is a known issue. There is a workaround.  Workaround: As a workaround, try adding one empty column in the Multivalue picker without filling the options. So we can add one more column without filling the value which will be hidden(there is a button in the designer page that will hide the column). This way the end user will receive the same view.  
  "Cloud zone insights not available yet, please check after some time" message on Aria Automation https://knowledge.broadcom.com/external/article?articleNumber=314894 Products VMware Aria Suite Issue/Introduction Symptoms: The certificate for Aria operations has been replaced since it was initially added to Aria Automation as an integration. When accessing the Insights pane under  Cloud Assembly  ->  Infrastructure  ->  Cloud Zone  ->  Insights  the following message is displayed:   "Cloud zone insights not available yet, please check after some time." The  /var/log/services-logs/prelude/hcmp-service-app/file-logs/hcmp-service-app.log  file contains ssl errors similar to:   2022-08-25T20:06:43.989Z ERROR hcmp-service [host='hcmp-service-app-xxxxxxx-xxxx' thread='Thread-56' user='' org='<org_id>' trace='<trace_id>' parent='<parent_id>' span='<span_id>'] c.v.a.h.a.common.AlertEnu...