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Modern Data Architectures with Python

You're reading from   Modern Data Architectures with Python A practical guide to building and deploying data pipelines, data warehouses, and data lakes with Python

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Product type Paperback
Published in Sep 2023
Publisher Packt
ISBN-13 9781801070492
Length 318 pages
Edition 1st Edition
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Author (1):
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Brian Lipp Brian Lipp
Author Profile Icon Brian Lipp
Brian Lipp
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Toc

Table of Contents (19) Chapters Close

Preface 1. Part 1:Fundamental Data Knowledge
2. Chapter 1: Modern Data Processing Architecture FREE CHAPTER 3. Chapter 2: Understanding Data Analytics 4. Part 2: Data Engineering Toolset
5. Chapter 3: Apache Spark Deep Dive 6. Chapter 4: Batch and Stream Data Processing Using PySpark 7. Chapter 5: Streaming Data with Kafka 8. Part 3:Modernizing the Data Platform
9. Chapter 6: MLOps 10. Chapter 7: Data and Information Visualization 11. Chapter 8: Integrating Continous Integration into Your Workflow 12. Chapter 9: Orchestrating Your Data Workflows 13. Part 4:Hands-on Project
14. Chapter 10: Data Governance 15. Chapter 11: Building out the Groundwork 16. Chapter 12: Completing Our Project 17. Index 18. Other Books You May Enjoy

Terraform – IaC

Terraform is a vendor-neutral tool and library for deploying and managing infrastructure. Terraform is written in the Hashicorp language, which is a high-level declarative language. The one key component that makes Terraform work is the state file. The state file is basically a transaction log for your resources. The transaction log is the way Terraform knows what to build, modify, and delete. If you lose your state file, you will have to manually manage the infrastructure that was created.

It is also possible to create small reusable modules of Terraform code and break up your state files into smaller units. In cases where you break your state file up, you can define other state files to use in your configuration file.

IaC

Many of us have been there: walking through GUI interfaces and building out our servers, clusters, and workspaces. How do we validate that we built out the correct infrastructure? Repeating the same step repeatedly can be difficult...

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