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Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python
This book will help you to explore various tools and methods that are used for understanding the data engineering process using Python.
Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python
Artikelnummer: 32821570

Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python

Artikelnummer: 32821570

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This book will help you to explore various tools and methods that are used for understanding the data engineering process using Python.
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Utmärkande egenskaper

Data Model Design
Create efficient data models tailored to specific business needs, enhancing data storage and retrieval processes for optimal performance in data-heavy environments.
Pipeline Automation
Automate complex data workflows, reducing manual errors and increasing data processing speed, which allows teams to focus on analysis rather than repetitive tasks.
Comprehensive Learning
Offers in-depth coverage of Python tools and techniques for data engineering, empowering users to build robust data solutions with real-world applications.

Produktinformation

Shop Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python online at a best price in SVERIGE. 183921418X
Publisher Packt Publishing
Publication date October 23, 2020
Language English
Print length 356 pages
ISBN-10 183921418X
ISBN-13 978-1839214189
Item Weight 1.35 pounds (610 grams)
Dimensions 7.5 x 0.81 x 9.25 inches (19.1 x 2.1 x 23.5 cm)

Vem bör köpa?

Suitable For
  • Aspiring Data Engineers

    Ideal for individuals looking to build foundational knowledge in data engineering concepts using Python effectively.

  • Developers Transitioning

    Great for software developers wanting to transition into data engineering roles by learning specific data management practices.

  • Data Analysts Upgrading Skills

    Perfect for data analysts wanting to deepen their understanding of data modeling and pipeline automation using Python.

Not Suitable For
  • Beginner Programmers

    Not suitable for those with no programming background, as it requires a solid understanding of Python and data concepts.

PRODUKTBESKRIVNING

Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python

About This Item

Take your data engineering skills to the next level with Data Engineering with Python. This comprehensive guide will equip you with the knowledge and techniques necessary to work with massive datasets, design efficient data models, and automate complex data pipelines using the power of Python. With the increasing volume and complexity of data in today's world, data engineers play a crucial role in organizing and transforming raw data into valuable insights. This book will teach you how to leverage the flexibility and scalability of Python to streamline your data engineering workflows and unlock the potential of your data. Whether you are a seasoned data engineer looking to enhance your skills or a beginner eager to dive into the world of data engineering, this book is your ultimate resource.

You will learn how to build robust data models that can handle large volumes of data and adapt to changing requirements. This includes techniques for data cleaning, data transformation, and data integration using Python. Automation is a key aspect of modern data engineering, and this book will guide you through the process of automating data pipelines with Python. You will learn how to schedule and orchestrate data pipelines, ensure data quality and reliability, and monitor and troubleshoot your workflows. In addition, this book covers best practices for Python data engineering, providing guidance on how to optimize performance, ensure scalability, and maintain code quality.

It also introduces a range of useful Python libraries and frameworks specifically designed for data engineering tasks, such as Apache Airflow, Pandas, and SQLAlchemy. To help you apply your newly acquired skills in real-world scenarios, this book includes hands-on projects and tutorials. You will explore various data engineering use cases and tackle practical challenges using Python. Whether you are working with structured or unstructured data, Data Engineering with Python will empower you to tackle complex data engineering tasks with confidence and efficiency. Get started on your data engineering journey today and unlock the full potential of your data with Python.

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Data Modeling & Design Editorial Review

Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python is a comprehensive guide that provides a solid overview of pipelining and database connections, particularly useful for those working with batch and stream data flows. Readers appreciate the many practical examples featuring tools like Pandas, Kafka, Spark, and NiFi, making it a valuable resource even in a CI/CD environment. However, it's noted that the book could benefit from better explanations about specific tools and the Python versions used. Overall, it's a good addition for anyone looking to bridge the gap into data engineering, despite some outdated content.

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Fördelar

  • Solid explanations of data pipelining concepts
  • Includes practical examples of popular tools
  • Helpful for beginners learning data engineering
  • Illustrative content enhances understanding
  • Useful in CI/CD environments with modern tools

Nackdelar

  • Some content feels outdated and could be improved

Produktens prishistorik

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