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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

Configuring OpenMetadata

OpenMetadata is an open source tool used for metadata management, allowing the process of data discovery and governance. You can find more about it here: https://open-metadata.org/.

By performing a few steps, it is possible to create a local or production instance using Docker or Kubernetes. OpenMetadata can connect to multiple resources, such as MySQL, Redis, Redshift, BigQuery, and others, to bring the information needed to build a data catalog.

Getting ready

Before starting our configuration, we must install OpenMetadata and ensure the Docker containers are running correctly. Let us see how it is done:

Note

At the time this book was written, the application was in the 0.12 version and with some documentation and installation improvements. This means the best approach to installing it may change over time. Please refer to the official documentation for it here: https://docs.open-metadata.org/quick-start/local-deployment.

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