Data Ingestion with Python Cookbook : A practical guide to ingesting, monitoring, and identifying errors in the data ingestion process
Language: English
Published by Packt Publishing, 2023
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
US$ 79.49
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Add to basketItem description from seller
nach der Bestellung gedruckt Neuware - Printed after ordering - Deploy your data ingestion pipeline, orchestrate, and monitor efficiently to prevent loss of data and qualityPurchase of the print or Kindle book includes a free PDF Elektronisches BuchKey Features:Harness best practices to create a Python and PySpark data ingestion pipelineSeamlessly automate and orchestrate your data pipelines using Apache AirflowBuild a monitoring framework by integrating the concept of data observability into your pipelinesBook Description:Data Ingestion with Python Cookbook offers a practical approach to designing and implementing data ingestion pipelines. It presents real-world examples with the most widely recognized open source tools on the market to answer commonly asked questions and overcome challenges.You'll be introduced to designing and working with or without data schemas, as well as creating monitored pipelines with Airflow and data observability principles, all while following industry best practices. The book also addresses challenges associated with reading different data sources and data formats. As you progress through the book, you'll gain a broader understanding of error logging best practices, troubleshooting techniques, data orchestration, monitoring, and storing logs for further consultation.By the end of the book, you'll have a fully automated set that enables you to start ingesting and monitoring your data pipeline effortlessly, facilitating seamless integration with subsequent stages of the ETL process.What You Will Learn:Implement data observability using monitoring toolsAutomate your data ingestion pipelineRead analytical and partitioned data, whether schema or non-schema basedDebug and prevent data loss through efficient data monitoring and loggingEstablish data access policies using a data governance frameworkConstruct a data orchestration framework to improve data qualityWho this book is for:This book is for data engineers and data enthusiasts seeking a comprehensive understanding of the data ingestion process using popular tools in the open source community. For more advanced learners, this book takes on the theoretical pillars of data governance while providing practical examples of real-world scenarios commonly encountered by data engineers.…
Seller Inventory # 9781837632602
- Title
- Data Ingestion with Python Cookbook : A practical guide to ingesting, monitoring, and identifying errors in the data ingestion process
- Author
- Gláucia Esppenchutz
- Publisher
- Packt Publishing
- Publication year
- 2023
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 183763260X
- ISBN 13
- 9781837632602
- Item weight
- 769 grams
- Dimensions
- 235x191x23 mm
Deploy your data ingestion pipeline, orchestrate, and monitor efficiently to prevent loss of data and quality
Key Features
- Harness best practices to create a Python and PySpark data ingestion pipeline
- Seamlessly automate and orchestrate your data pipelines using Apache Airflow
- Build a monitoring framework by integrating the concept of data observability into your pipelines
Book Description
Data Ingestion with Python Cookbook offers a practical approach to designing and implementing data ingestion pipelines. It presents real-world examples with the most widely recognized open source tools on the market to answer commonly asked questions and overcome challenges.
You'll be introduced to designing and working with or without data schemas, as well as creating monitored pipelines with Airflow and data observability principles, all while following industry best practices. The book also addresses challenges associated with reading different data sources and data formats. As you progress through the book, you'll gain a broader understanding of error logging best practices, troubleshooting techniques, data orchestration, monitoring, and storing logs for further consultation.
By the end of the book, you'll have a fully automated set that enables you to start ingesting and monitoring your data pipeline effortlessly, facilitating seamless integration with subsequent stages of the ETL process.
What you will learn
- Implement data observability using monitoring tools
- Automate your data ingestion pipeline
- Read analytical and partitioned data, whether schema or non-schema based
- Debug and prevent data loss through efficient data monitoring and logging
- Establish data access policies using a data governance framework
- Construct a data orchestration framework to improve data quality
Who this book is for
This book is for data engineers and data enthusiasts seeking a comprehensive understanding of the data ingestion process using popular tools in the open source community. For more advanced learners, this book takes on the theoretical pillars of data governance while providing practical examples of real-world scenarios commonly encountered by data engineers.
Table of Contents
- Introduction to Data Ingestion
- Principals of Data Access – Accessing your Data
- Data Discovery – Understanding Our Data Before Ingesting It
- Reading CSV and JSON Files and Solving Problems
- Ingesting Data from Structured and Unstructured Databases
- Using PySpark with De?ned and Non-De?ned Schemas
- Ingesting Analytical Data
- Designing Monitored Data Workflows
- Putting Everything Together with Air?ow
- Logging and Monitoring Your Data Ingest in Airflow
- Automating Your Data Ingestion Pipelines
- Using Data Observability for Debugging, Error Handling, and Preventing Downtime
"Synopsis" may belong to another edition of this title.
About the Author
Gláucia Esppenchutz is a data engineer with expertise in managing data pipelines and vast amounts of data using cloud and on-premises technologies. She worked in companies such as Globo, BMW Group, and Cloudera. Currently, she works at AiFi, specializing in the field of data operations for autonomous systems.
She comes from the biomedical field and shifted her career ten years ago to chase the dream of working closely with technology and data. She is in constant contact with the open source community, mentoring people and helping to manage projects, and has collaborated with the Apache, PyLadies group, FreeCodeCamp, Udacity, and MentorColor communities.
"About the title" may belong to another edition of this title.
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