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Big Data on Kubernetes

You're reading from   Big Data on Kubernetes A practical guide to building efficient and scalable data solutions

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781835462140
Length 296 pages
Edition 1st Edition
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Author (1):
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Neylson Crepalde Neylson Crepalde
Author Profile Icon Neylson Crepalde
Neylson Crepalde
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Table of Contents (18) Chapters Close

Preface 1. Part 1:Docker and Kubernetes FREE CHAPTER
2. Chapter 1: Getting Started with Containers 3. Chapter 2: Kubernetes Architecture 4. Chapter 3: Getting Hands-On with Kubernetes 5. Part 2: Big Data Stack
6. Chapter 4: The Modern Data Stack 7. Chapter 5: Big Data Processing with Apache Spark 8. Chapter 6: Building Pipelines with Apache Airflow 9. Chapter 7: Apache Kafka for Real-Time Events and Data Ingestion 10. Part 3: Connecting It All Together
11. Chapter 8: Deploying the Big Data Stack on Kubernetes 12. Chapter 9: Data Consumption Layer 13. Chapter 10: Building a Big Data Pipeline on Kubernetes 14. Chapter 11: Generative AI on Kubernetes 15. Chapter 12: Where to Go from Here 16. Index 17. Other Books You May Enjoy

Kubernetes architecture

Kubernetes is a cluster architecture. This means that in a full production environment, you will usually have several machines running your workloads simultaneously to create a reliable and scalable architecture. (Note that Kubernetes can run on one machine also, which is great for testing but misses the whole point for production.)

To coordinate cluster functionalities, Kubernetes has two main feature groups: the control plane responsible for cluster management and the node components that communicate with the control plane and execute tasks in the worker machines. Figure 2.1 shows a representation of the whole system.

Figure 2.1 – Kubernetes architecture

Figure 2.1 – Kubernetes architecture

Let’s take a closer look at each group and its components.

Control plane

The main components of the control plane are the following:

  • kube-apiserver
  • etcd
  • kube-scheduler
  • kube-controller-manager

When running a cloud-based Kubernetes...

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