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Data Ingestion with Python Cookbook

You're reading from   Data Ingestion with Python Cookbook A practical guide to ingesting, monitoring, and identifying errors in the data ingestion process

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Product type Paperback
Published in May 2023
Publisher Packt
ISBN-13 9781837632602
Length 414 pages
Edition 1st Edition
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Author (1):
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Gláucia Esppenchutz Gláucia Esppenchutz
Author Profile Icon Gláucia Esppenchutz
Gláucia Esppenchutz
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Toc

Table of Contents (17) Chapters Close

Preface 1. Part 1: Fundamentals of Data Ingestion
2. Chapter 1: Introduction to Data Ingestion FREE CHAPTER 3. Chapter 2: Principals of Data Access – Accessing Your Data 4. Chapter 3: Data Discovery – Understanding Our Data before Ingesting It 5. Chapter 4: Reading CSV and JSON Files and Solving Problems 6. Chapter 5: Ingesting Data from Structured and Unstructured Databases 7. Chapter 6: Using PySpark with Defined and Non-Defined Schemas 8. Chapter 7: Ingesting Analytical Data 9. Part 2: Structuring the Ingestion Pipeline
10. Chapter 8: Designing Monitored Data Workflows 11. Chapter 9: Putting Everything Together with Airflow 12. Chapter 10: Logging and Monitoring Your Data Ingest in Airflow 13. Chapter 11: Automating Your Data Ingestion Pipelines 14. Chapter 12: Using Data Observability for Debugging, Error Handling, and Preventing Downtime 15. Index 16. Other Books You May Enjoy

Principals of Data Access – Accessing Your Data

Data access is a term that refers to the ability to store, retrieve, transfer, and copy data from one system or application to another. It crucially involves security, legal, and, in some cases, national matters. In addition to the last two, we will also cover some security topics in this chapter.

As data engineers or scientists, knowing how to retrieve data correctly is necessary. Some of it may require encrypted authentication, and for this, we need to understand how some decrypting libraries work and how to use them without compromising or leaking sensitive data. Data access also refers to the levels of authorization a system or database have, from administration to read-only roles.

In this chapter, we will cover how the levels of data access are defined and the most used libraries and authentication methods in the data ingestion process.

In this chapter, you will work through the following recipes:

  • Implementing...
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