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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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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

Accessing data from GCP using Cloud Storage

Google Cloud Platform (GCP) is a cloud provider that offers manifold services, from cloud computing to Artificial Intelligence (AI), which can be implemented in only a few steps. It also provides broad-spectrum storage called Cloud Storage.

In this recipe, we will build step-by-step policies to control access to data inside our Cloud Storage buckets.

Getting ready

This recipe will use the uniform method, as defined by the Google Cloud team:

  1. First, we will create a testing user. Go to the IAM page (https://console.cloud.google.com/iam-admin/iam) and select Grant Access. Add a valid Gmail address in the New principals field. For now, this user will only have the Browser role:
Figure 2.22 – The GCP IAM page to attach policies to a user

Figure 2.22 – The GCP IAM page to attach policies to a user

  1. Then, we will create a Cloud Storage bucket. Go to the Cloud Storage page and select Create a bucket: https://console.cloud.google.com/storage/create...
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