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Asynchronous Programming in Python

Asynchronous Programming in Python

By : Nicolas Bohorquez
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Asynchronous Programming in Python

Asynchronous Programming in Python

By: Nicolas Bohorquez

Overview of this book

Asynchronous programming is one of the most effective but often misunderstood techniques for building fast, scalable, and responsive systems in Python. While it can significantly improve performance, efficiency, and sustainability, using async without a clear understanding of its trade-offs can lead to fragile designs and hard-to-debug issues. This book offers a structured approach to applying asynchronous programming in Python. It begins with a conceptual framework to help you distinguish between synchronous and asynchronous execution models, and shows how async relates to other concurrency strategies such as multithreading and multiprocessing. From there, you will explore the core tools available for building async applications in Python. You will also learn how to measure the impact of async programming in practical scenarios, profile and debug asynchronous code, and evaluate performance improvements using real-world metrics. The final chapters focus on applying async techniques to common cloud-based systems, such as web frameworks, database interactions, and data-pipelines tools. Designed for developers looking to apply async programming with confidence, this book blends real-world examples with core concepts to help you write efficient, maintainable Python code.
Table of Contents (14 chapters)
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12
Other Books You May Enjoy
13
Index

Preface

Python is a versatile and popular programming language. Its adoption has been underpinned by the community-led development of a large number of powerful and well-documented libraries, with the result that it is now widely used across a variety of domains including data science, data engineering, scientific computing, artificial intelligence and more.

In many application domains, the scalability and performance of Python-based solutions can be significantly boosted by applying asynchronous programming techniques – so much so that it could be argued that asynchronous programming is now essential for modern Python development. By allowing multiple operations to run simultaneously it can dramatically reduce execution time, especially for I/O-bound tasks, enabling solutions to handle increasing demands efficiently.

Nevertheless, not all workloads lend themselves to processing by asynchronous methods; for some tasks performance penalties may be incurred, or solutions just become more complicated than necessary. The effective application of asynchronous programming techniques therefore requires the developer to possess a secure understanding of the basic underlying concepts, and knowledge of how constraints on the application of asynchronous approaches come about. The aim of this book is to give you, the reader, that knowledge and understanding, so that you can make effective use of the power of asynchronous programming in your own projects.

The book effectively consists of two blocks of chapters. In Chapters 1 to 6 we look at asynchronous programming fundamentals and core mechanisms like asyncio and Trio, and also consider various pitfalls and their avoidance, and how to measure and test our asynchronous solutions. Then in Chapters 7 to 10 asynchronous techniques are applied to real-world scenarios involving web frameworks, databases, data pipelines, and simulations.

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Asynchronous Programming in Python
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