Home>Courses>Advanced Kubernetes Techniques: Monitoring, Logging, Auto-Scaling

Advanced Kubernetes Techniques: Monitoring, Logging, Auto-Scaling

Delve into advanced Kubernetes features like monitoring, alerting, logging, and auto-scaling. Gain insights into creating resilient, self-adaptive clusters and applications with minimal manual intervention.

Advanced

76 Lessons

12h

Certificate of Completion

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

55 Quizzes

407 Code Snippets

Course Overview

Course Content

Recommendations

Course Overview

The world of DevOps has exploded with the help of technologies like Kubernetes and Docker. In this course, you will learn about more advanced Kubernetes features such as monitoring, alerting, logging, and scaling - crucial concepts for any DevOps professional. You will learn how to monitor clusters, how to send alerts when potential issues arise, and how to query the whole system’s metrics and logs. By the end of this course, you will have the required knowledge to make your clusters and applications tru...Show More

Course Content

Before Getting Started

2 Lessons

Get familiar with advanced Kubernetes techniques, requirements, and tools for enhanced cluster management.

Introduction

Intended Audience and Course Requirements

Autoscaling Deployments and StatefulSets

8 Lessons

Discover the logic behind Kubernetes autoscaling using HorizontalPodAutoscaler for performance management and resource optimization.

Introduction

Create a Cluster

Install Metrics Server

Observe Metrics Server Data

Get Started with Auto-Scaling Pods

Auto-Scale Pods Based on Resource Utilization

Specify Replicas in Deployments or Statefulsets?

Revise and Test the Concepts

Auto-Scaling Nodes Of A Kubernetes Cluster

8 Lessons

Examine auto-scaling nodes for efficient resource use in Kubernetes clusters.

Introduction

Create a Cluster

Set up Cluster Autoscaler

Scale up the Cluster

Scale down the Cluster

Can We Scale up Too Much or De-scale to Zero Nodes?

Cluster Autoscaler Compared in GKE, EKS, and AKS

Revise and Test the Concepts

Collecting and Querying Metrics and Sending Alerts

18 Lessons

Grasp the fundamentals of Kubernetes monitoring, metrics collection, querying, and alerting.

Introduction

Create a Cluster

Choose the Tools for Storing and Querying Metrics and Alerting

Defining Alert Rules

Seeing Green Alerts in Action

Seeing Red Alerts in Action

Which Metric Types Should We Use?

Alerting on Latency-related Issues

Alerting on Traffic-related Issues

Alerting on Error-related Issues

Alerting on Saturation-related Issues

Alerting on Unschedulable or Failed Pods

Upgrading Old Pods

Measuring Containers Memory and CPU Usage

Comparing Actual Resource Usage with Defined Requests

Comparing Actual Resource Usage with Defined Limits

Revise and Test the Concepts

Debugging Issues Discovered Through Metrics and Alerts

6 Lessons

Map out the steps for debugging Kubernetes issues using metrics, alerts, and instrumentation.

Introduction

Create a Cluster

Face a Disaster

Use Instrumentation to Provide More Detailed Metrics

Using Internal Metrics to Debug Potential Issues

Revise and Test the Concepts

Extending HorizontalPodAutoscaler With Custom Metrics

10 Lessons

See how HorizontalPodAutoscaler integrates custom metrics, optimizing dynamic scaling and resource management.

Introduction

Creating a Cluster

Using HorizontalPodAutoscaler Without Metrics Adapter

Exploring Prometheus Adapter

Create HPA with Custom Metrics pulled through Exporters

Create HPA with Custom Metrics pulled through Instrumented metric

Combine Metric Server Data with Custom Metrics

The Complete HorizontalPodAutoscaler Flow of Events

Reaching Nirvana

Revise and Test the Concepts

Visualizing Metrics And Alerts

10 Lessons

Practice using Grafana and Prometheus for efficient monitoring and alert systems.

Introduction

Create a Cluster

Which Tools Should We Use for Dashboards?

Installing And Setting up Grafana

Importing and Customizing Pre-Made Dashboards

Creating Custom Dashboards

Creating Semaphore Dashboards

A Better Dashboard for Big Screens

Prometheus and Graph Alerts, Grafana Notifications, Semaphores

Revise and Test the Concepts

Collecting And Querying Logs

13 Lessons

Get familiar with centralized logging solutions and their integration with Kubernetes clusters.

Introduction

Create a Cluster

Exploring Logs Through kubectl

Choosing a Centralized Logging Solution

Exploring Logs Collection and Shipping

Explore Centralized Logging Through Papertrail

Combine GCP StackDriver with a GKE Cluster

Combine AWS CloudWatch with an EKS Cluster

Combine Azure Log Analytics with an AKS Cluster

Explore Centralized Logging

Switching to Elasticsearch for Storing Metrics

What Should We Expect from Centralized Logging?

Revise and Test the Concepts

Conclusion

1 Lessons

Walk through key advanced Kubernetes techniques for scaling, metrics, and logging.

What did we do?

Course Author

Viktor Farcic

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Recommended before starting this course

Course

Docker for Developers

Gain insights into Docker, its impact on development, and why it's essential. Learn about creating, deploying, and running applications with containers to enhance your software and career.

intermediate

6 hours

Course

The DevOps Toolkit: Kubernetes Chaos Engineering

Delve into Kubernetes Chaos Engineering to discover system limits, simulate adverse effects, and improve resiliency. Learn about fault tolerance, high availability, and running experiments in a Kubernetes cluster.

intermediate

5 hours 30 mins

Course

A Practical Guide to Kubernetes

Gain insights into Kubernetes fundamentals, explore cluster components, and learn to build, test, deploy, and secure applications, achieving state persistence and mastering crucial DevOps skills.

intermediate

20 hours

Course

The Complete Guide to DevOps in Azure

Gain insights into DevOps in Azure, delve into configuration management, CI/CD, and Infrastructure as Code. Explore tools like GitHub and Kubernetes through hands-on projects to become a DevOps professional.

intermediate

4 hours 30 mins

Course

Docker for Developers

intermediate

6 hour

Course

The DevOps Toolkit: Kubernetes Chaos Engineering

intermediate

5 hour 30 min

Course

A Practical Guide to Kubernetes

intermediate

20 hour

Course

The Complete Guide to DevOps in Azure

intermediate

4 hour 30 min

Related Courses and Skill Paths

Course

Learn Kubernetes: A Deep Dive

Gain insights into essential Kubernetes concepts and explore pods, services, deployments, architecture, and security practices.

advanced

7 hours

Course

The DevOps Toolkit: Working with Jenkins X

Delve into Jenkins X to streamline CI/CD in Kubernetes. Gain insights into setting up clusters, integrating familiar tools, and confidently managing automated testing and delivery processes.

advanced

15 hours

Course

Ansible: Zero to Production Ready

Gain insights into Ansible for software provisioning, configuration management, and deployment. Learn about setting up environments, connecting to cloud providers, and automating processes with practical scenarios.

advanced

13 hours

Course

Microservice Architecture: Practical Implementation

Gain insights into real-world microservice implementation, exploring tech stacks, Kafka, Docker, Kubernetes, and more. Learn about synchronous and asynchronous integrations with hands-on coding demonstrations.

advanced

8 hours

Course

Learn Kubernetes: A Deep Dive

advanced

7 hour

Course

The DevOps Toolkit: Working with Jenkins X

advanced

15 hour

Course

Ansible: Zero to Production Ready