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

Product type Paperback

Published in May 2023

Publisher Packt

ISBN-13 9781837632602

Length 414 pages

Edition 1st Edition

Languages

Python

Tools

Apache Airflow

Concepts

Data Engineering

Author (1):

Gláucia Esppenchutz

View More author details

Table of Contents (17) Chapters

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

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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:

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

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...