Autoscaling Courses and Certifications

Understanding and Combining GKE Autoscaling Strategies

In this lab you will explore the benefits of different Google Kubernetes Engine autoscaling strategies, like Horizontal Pod Autoscaling and Vertical Pod Autoscaling for pod-level scaling, and Cluster Autoscaler and Node Auto Provisioning for node-level s…

• Google Skills
• 1-2 hours
• On-Demand
• Paid Course

Autoscaling Mesos Cluster

Learn to autoscale Mesos clusters with Microsoft's Julien Stroheker. Explore deployment, bootstrapping, and tagging techniques for efficient cluster management.

• YouTube
• 36 minutes
• On-Demand
• Free Video

USENIX

BlitzScale - Fast and Live Large Model Autoscaling with O(1) Host Caching

Discover BlitzScale's innovative approach to fast large model autoscaling using O(1) host caching and live layer-level scaling for serverless AI services.

• YouTube
• 14 minutes
• On-Demand
• Free Video

Autoscaling an Instance Group with Custom Cloud Monitoring Metrics

This is a self-paced lab that takes place in the Google Cloud console. This lab describes how to deploy an autoscaling Compute Engine instance group that is automatically scaled using a custom Cloud monitoring metric

• Coursera
• 45 minutes
• On-Demand
• Paid Course

Understanding and Combining GKE Autoscaling Strategies

Explore GKE autoscaling strategies, including Horizontal and Vertical Pod Autoscaling, Cluster Autoscaler, and Node Auto Provisioning, to optimize Kubernetes deployments.

• Coursera
• 1 hour 30 minutes
• On-Demand
• Paid Course

AIOps Essentials (Autoscaling Kubernetes with Prometheus Metrics)

Establish a baseline for AIOps by utilizing Prometheus for managing time-series metrics to influence autoscaling produced by Node Exporter and cAdvisor. Start a free trial!

• A Cloud Guru
• 5 hours
• On-Demand
• Free Trial Available

Autoscaling an Instance Group with Custom Cloud Monitoring Metrics

This lab describes how to deploy an autoscaling Compute Engine instance group that is automatically scaled using a custom Cloud monitoring metric

• Google Skills
• On-Demand
• Paid Course

Autoscaling TensorFlow Model Deployments with TF Serving and Kubernetes

AutoML Vision helps developers with limited ML expertise train high quality image recognition models. In this hands-on lab, you will learn how to train a custom model to recognize different types of clouds (cumulus, cumulonimbus, etc.).

• Google Skills
• 1-2 hours
• On-Demand
• Paid Course

Explore logging and monitoring techniques to trigger autoscaling and deployment, covering monitoring agents, IBM Cloud Monitoring configuration, and Log Analysis management.

• IBM Training
• 1 hour
• On-Demand
• Free Online Course

Strange Loop Conference

Avoiding the Pitfalls of Autoscaling with Constant Work

Explore constant work as an alternative to on-demand scaling, addressing regional outages and cascading failures. Learn implementation strategies, trade-offs, and real-world examples for improved system reliability.

• YouTube
• 36 minutes
• On-Demand
• Conference Talk

Autoscaling Event-Driven Applications with Fission and KEDA

Explore efficient autoscaling for event-driven applications using Fission and KEDA, enhancing performance and resource utilization in cloud-native environments.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Autoscaling On-Premises Bare Metal Kubernetes Clusters

Learn to autoscale on-premises bare metal Kubernetes clusters using Cluster-API, Metal3-io, and Cluster Autoscaler. Increase resource efficiency and reduce costs in your infrastructure management.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Autoscaling Kubernetes Deployments - A Practical Guide

Explore Kubernetes deployment autoscaling strategies, including horizontal vs vertical scaling, custom metrics API, and practical demos using Prometheus, Linkerd, and Pixie for optimal application performance.

• YouTube
• 35 minutes
• On-Demand
• Free Video

Autoscaling at Scale - How We Manage Capacity at Zalando

Explore Zalando's autoscaling strategies for Kubernetes clusters, including HPA, VPA, and Cluster Autoscaler. Learn about limitations, workarounds, and monitoring techniques for efficient capacity management.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

Autoscaling and Cost Optimization on Kubernetes - From 0 to 100

Explore Kubernetes autoscaling techniques, from basics to advanced features, for optimizing costs and meeting demand dynamically without compromising performance or availability.

• YouTube
• 36 minutes
• On-Demand
• Conference Talk