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Data Ingestion with Python Cookbook

You're reading from  Data Ingestion with Python Cookbook

Product type Book
Published in May 2023
Publisher Packt
ISBN-13 9781837632602
Pages 414 pages
Edition 1st Edition
Languages
Author (1):
Gláucia Esppenchutz Gláucia Esppenchutz
Profile icon Gláucia Esppenchutz
Toc

Table of Contents (17) Chapters close

Preface 1. Part 1: Fundamentals of Data Ingestion
2. Chapter 1: Introduction to Data Ingestion 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

Using notification operators

So far, we have focused on ensuring that code is well logged and has enough information to provide valid monitoring. Nevertheless, the purpose of having mature and structured pipelines is to avoid the necessity of manual intervention. With busy agendas and other projects, it is hard to constantly look at monitoring dashboards to check whether everything is fine.

Thankfully, Airflow also has native operators to trigger alerts depending on their configured situation. In this recipe, we will configure an email operator to trigger a message every time a pipeline succeeds or fails, allowing us to remediate the problem rapidly.

Getting ready

Refer to the Technical requirements section for this recipe, since we will handle it with the same technology.

In addition to that, you need to create an app password for your Google account. This password will allow our application to authenticate and use the Simple Mail Transfer Protocol (SMTP) host from...

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