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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

Creating GitHub repos

So, we are going to set up our GitHub infrastructure and use GitHub Actions. First things first, let’s create our repositories. They will have empty README files. I am going to create five repositories, one for infrastructure as code, one for docs, one for an ML application, one for an ETL application, and one to manage DDL:

  • infra: gh repo create infra-project --public --add-readme
  • docs: gh repo create docs-project --public --add-readme
  • ML-Job: gh repo create ML-Jobs-project --public --add-readme
  • ETL-Jobs: gh repo create ETL-Jobs-project --public --add-readme
  • SCHEMA-Jobs: gh repo create SCHEMA-Jobs-project --public --add-readme

Now that every repo is created, let’s introduce a new tool we will use on all the Python repositories. We will use Poetry to manage our projects, which is a very easy-to-use package management system. It will also allow you to deploy Python applications very easily to PyPI. To install Poetry...

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