Kubernetes Autoscaling Courses and Certifications

This certification learning path provides the practical skills required for the Google Cloud Engineer.

• DataCamp
• 35 hours
• Self-Paced
• Free Trial Available

Elastic Google Cloud Infrastructure: Scaling and Automation

This course introduces solution elements, including networks, load balancing, autoscaling, infrastructure automation and managed services.

• DataCamp
• 7 hours
• Self-Paced
• Free Trial Available

Developing Applications with Cloud Run on Google Cloud: Fundamentals

This course introduces the Cloud Run serverless platform for running applications.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Autoscaling Spring Boot Apps in Kubernetes With KEDA

Discover how to implement advanced autoscaling for Spring Boot applications using KEDA, Prometheus, and Micrometer to overcome Kubernetes HPA limitations with custom metrics.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

NashKnolX

KEDA: Kubernetes-Based Event Driven Autoscaling - Features and Implementation

Explore KEDA's integration with Kubernetes for dynamic container scaling based on real-time events, optimizing resource usage and enhancing application performance.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

NashKnolX

KEDA - Kubernetes Event Driven Autoscaling

Master Kubernetes event-driven autoscaling with KEDA, learning to efficiently scale containers based on event processing needs and workload demands.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Autoscaling TensorFlow Model Deployments with TF Serving and Kubernetes

Learn to deploy and autoscale TensorFlow models using TF Serving and Kubernetes on Google Cloud, enhancing your ML infrastructure skills for efficient model serving.

• Coursera
• 1 hour 30 minutes
• Self-Paced
• Paid Course

Kubernetes Reliability and Operations

Master Kubernetes reliability by organizing namespaces, managing resources, configuring health probes, scaling with HPA, and troubleshooting crashes, misconfigurations, and connectivity issues in production environments.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Career Certificate

Introduction to Kubernetes

Master Kubernetes from the ground up: manage Pods, scale apps with Deployments, expose services, persist data with volumes, and operate production-ready workloads with health checks and autoscaling.

• CodeSignal
• 16 hours
• Self-Paced
• Free Certificate
• 5 courses

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
• Self-Paced
• Paid Course

Kubernetes Event-driven Autoscaling with KEDA

Explore event-driven autoscaling in Kubernetes using KEDA. Learn how this tool simplifies metric gathering from external sources, enabling efficient scaling for event-driven applications.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

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
• Self-Paced
• Conference Talk

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
• Self-Paced
• 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
• Self-Paced
• Free Video

Application Autoscaling Made Easy With Kubernetes Event-Driven Autoscaling

Learn how Kubernetes Event-Driven Autoscaling (KEDA) simplifies application scaling based on external providers like Kafka, Azure, AWS, and GCP. Discover its ease of use and versatility for various scenarios.

• YouTube
• 28 minutes
• Self-Paced
• Conference Talk