Join us on a literary world trip!
Add this book to bookshelf
Grey
Write a new comment Default profile 50px
Grey
Subscribe to read the full book or read the first pages for free!
All characters reduced
Apache Airflow Best Practices - A practical guide to orchestrating data workflow with Apache Airflow - cover

Apache Airflow Best Practices - A practical guide to orchestrating data workflow with Apache Airflow

Dylan Intorf, Dylan Storey, Kendrick van Doorn

Publisher: Packt Publishing

  • 0
  • 0
  • 0

Summary

Data professionals face the challenge of managing complex data pipelines, orchestrating workflows across diverse systems, and ensuring scalable, reliable data processing. This definitive guide to mastering Apache Airflow, written by experts in engineering, data strategy, and problem-solving across tech, financial, and life sciences industries, is your key to overcoming these challenges. Covering everything from Airflow fundamentals to advanced topics such as custom plugin development, multi-tenancy, and cloud deployment, this book provides a structured approach to workflow orchestration. You’ll start with an introduction to data orchestration and Apache Airflow 2.x updates, followed by DAG authoring, managing Airflow components, and connecting to external data sources. Through real-world use cases, you’ll learn how to implement ETL pipelines and orchestrate ML workflows in your environment, and scale Airflow for high availability and performance. You’ll also learn how to deploy Airflow in cloud environments, tackle operational considerations for scaling, and apply best practices for CI/CD and monitoring.By the end of this book, you’ll be proficient in operating and using Apache Airflow, authoring high-quality workflows in Python, and making informed decisions crucial for production-ready Airflow implementations.
Available since: 10/31/2024.
Print length: 188 pages.

Other books that might interest you

  • Data Science for Beginners - A Beginner's Roadmap to Analyzing the Future Empowering Insights from Raw Data Book 3: Analyzing Data and Extracting Insights - cover

    Data Science for Beginners - A...

    Simon Winston

    • 0
    • 0
    • 0
    "Data Science for Beginners: Analyzing Data and Extracting Insights" is a comprehensive and practical guide that demystifies the process of data analysis and empowers beginners to harness the power of data for making informed decisions. Whether you're a student, a professional from a non-technical background, or simply curious about data science, this book provides a step-by-step introduction to the fundamental concepts and techniques needed to analyze data and extract valuable insights. 
    As readers progress, they will be introduced to statistical analysis methods that enable them to uncover patterns, relationships, and trends in data. From descriptive statistics to inferential statistics, readers will gain a solid understanding of how to interpret and draw meaningful conclusions from data. Through real-world examples and hands-on exercises, they will learn how to apply statistical techniques to a wide range of problems and scenarios. 
    The book also explores the power of data visualization in understanding and communicating insights effectively. Readers will discover various visualization techniques and tools, learning how to create compelling charts, graphs, and dashboards that convey information in a clear and impactful manner. With a focus on visual storytelling, readers will be equipped with the skills to present data-driven insights to both technical and non-technical audiences. 
    Throughout the book, the author emphasizes the importance of ethical considerations in data analysis. Readers will learn about data privacy, bias, and the responsible use of data, ensuring they approach their work with integrity and respect for individual rights. The book provides guidance on ethical decision-making in the data science field, enabling readers to navigate complex ethical dilemmas and make responsible choices.
    Show book
  • Computer Systems and Networking - Building and Securing Modern Networks - cover

    Computer Systems and Networking...

    Ben Rizer

    • 0
    • 0
    • 0
    This comprehensive guide is designed for newcomers who want to understand the foundational concepts of computer networks and how to build and secure modern network infrastructures. 
    Starting with the basics, this book covers essential topics such as network components, protocols, and architecture. You'll learn how to set up and configure network devices, including routers, switches, and firewalls. Detailed, step-by-step instructions and real-world examples will help you grasp key concepts and apply them in practical scenarios. 
    But building a network is just the beginning. In today’s digital age, securing your network is crucial. The book delves into network security fundamentals, exploring common threats and vulnerabilities, and offering strategies for protection. You’ll discover best practices for implementing security measures, including encryption, access controls, and intrusion detection systems. 
    This book provides a solid foundation and practical insights to help you get started. With clear explanations, hands-on exercises, and valuable tips, "Computer Systems and Networking for Beginners" equips you with the knowledge and skills to build and protect robust networks in today’s interconnected world. 
     
    Show book
  • Pseudoscience - A Very Short Introduction - cover

    Pseudoscience - A Very Short...

    Michael D. Gordin

    • 0
    • 0
    • 0
    Everyone has heard of the term "pseudoscience," typically used to describe something that looks like science, but is somehow false, misleading, or unproven. Given the virulence of contemporary disputes over the denial of climate change and anti-vaccination movements—both of which display allegations of "pseudoscience" on all sides—there is a clear need to better understand issues of scientific demarcation. 
     
     
     
    Pseudoscience: A Very Short Introduction explores the philosophical and historical attempts to address this problem of demarcation. This book argues that by understanding doctrines that are often seen as antithetical to science, we can learn a great deal about how science operated in the past and does today. This exploration raises several questions: How is the status of science shaped by political or cultural contexts? How does pseudoscience differ from scientific fraud? 
     
     
     
    Michael D. Gordin both answers these questions and guides listeners along a bewildering array of marginalized doctrines, looking at parapsychology (ESP), Lysenkoism, scientific racism, and alchemy, among others, to better understand the struggle to define what science is and is not. Pseudoscience: A Very Short Introduction provides a historical tour through many of these fringe fields in order to provide tools to think deeply about scientific controversies.
    Show book
  • The Science of Genius - cover

    The Science of Genius

    Scientific American

    • 0
    • 0
    • 0
    How do we define genius? Standardized testing to measure intelligence began in the first half of the twentieth century, but a high IQ score is only one way to quantify genius. Another is by virtue of extraordinary achievement and expertise in science and the arts. The second is probably more useful, but these debates illustrate how little we know about the origins, development, or processes of intelligence. 
    In this audiobook, Eureka! The Science of Genius, we review the latest research on the nature of intellectual and creative achievement, including traits that geniuses tend to share, how much of their ability is nature versus nurture, the cognitive processes involved during the stages of discovery and creativity, and, most importantly, what we can do to enhance intelligence. 
    While genetics have a large role to play, even geniuses have to work to gain the necessary expertise—although they spend less time to acquire it than their less endowed counterparts. Imaging research also indicates that there is no one “blueprint” for intelligence. Many articles look at either nurturing intelligence in children or enhancing it in adults, and the good news is that intellectual abilities are not set in stone. Research is providing insight into what happens in the brain when we learn, leading to changes in educational practices.
    Show book
  • Accelerating hydrogen deployment in the G7: Recommendations for the Hydrogen Action Pact - cover

    Accelerating hydrogen deployment...

    Irena International Renewable...

    • 0
    • 0
    • 0
    This report briefly summarises the status and outlook for hydrogen in each G7 member, including analyses of technology, costs, strategy and stated policy support for each country, and presents recommendations for accelerating global hydrogen trade.
    Show book
  • Quantum Computing and AI - Quantum Intelligence Unleashed Shaping the Future of AI and Computing - cover

    Quantum Computing and AI -...

    Simon Winston

    • 0
    • 0
    • 0
    Embark on an extraordinary expedition into the heart of two cutting-edge domains that are reshaping our digital universe. This groundbreaking exploration reveals the awe-inspiring synergy between Quantum Computing and Artificial Intelligence (AI) and their profound impact on the trajectory of human progress. 
    Unravel the mysteries of quantum mechanics and delve into the realm of qubits, entanglement, and superposition in the introductory chapters. Seamlessly transitioning, you'll traverse the AI landscape, from its humble beginnings to its transformative role in modern applications, including natural language processing and computer vision. 
    Witness the revolutionary fusion of Quantum Computing and AI in action, as the book navigates through the uncharted waters of quantum machine learning, decoding the intricacies of quantum data encoding, and unveiling the potential of quantum neural networks. Discover how this fusion is poised to create an impenetrable fortress against quantum threats in cryptography, as AI stands guard against the dawn of quantum hacking. 
    Venture into the realm of quantum simulation, where Quantum AI becomes a portal to understanding complex systems and a catalyst for scientific breakthroughs. The book meticulously traces the ethical considerations arising from this quantum leap, offering insights into responsible innovation and the establishment of equitable governance frameworks. 
    As the final chapters envision the future, brace yourself for the impending quantum AI singularity and the dazzling promise of the quantum internet. Delve into interdisciplinary collaborations and untangle the web of emerging research directions that pave the way for the next era of human ingenuity. 
     
    Show book