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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
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Index

Using object-relational mappers

An object-relational mapper (ORM) is a piece of software that tries to handle the ‘impedance mismatch’ between the relational database model and the object-oriented paradigm (https://en.wikipedia.org/wiki/Object%E2%80%93relational_impedance_mismatch). Since its first iterations ORMs have been the center of heated debates, Martin Fowler some time ago writing a great piece on the general landscape that is still valuable today (https://martinfowler.com/bliki/OrmHate.html). In the Python world the use of ORMs is common; Figure 8.3 summarizes their capabilities:

Figure 8.3: ORM general model

We are not going to argue the pros and cons of ORMs in depth, but notice that there are, as with many other projects in the ecosystem, several implementations that provide differing levels of asynchronous support. The main advantages provided by ORMs include:

  • Reduction of SQL code, allowing development with unified Python code
  • ...
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