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Python Architecture Patterns
Python Architecture Patterns

Python Architecture Patterns: Master API design, event-driven structures, and package management in Python

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Python Architecture Patterns

Part I

Design

We will first spend some time explaining the basic steps to designing a system. My suggestion is as follows: "Design is the first stage of any successful system, and encompasses everything that you work on before you begin implementation." In this section, we will focus on the general principles and core aspects of each element of the system.

Two main core elements should be at the forefront when designing each part of the system: The interface, or how an element of the system connects to the rest, and data storage, how this element stores information that can be retrieved later.

Both are critical. The interface defines what the system is and its functionality from the point of view of any user. A well-designed interface hides the implementation details and provides some abstractions that allow for a consistent and comprehensive way of performing actions.

The heart of virtually every successful working system is the data. This...

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Key benefits

  • Learn how to create scalable and maintainable applications
  • Build a web system for micro messaging using concepts in the book
  • Use profiling to find bottlenecks and improve the speed of the system

Description

Developing large-scale systems that continuously grow in scale and complexity requires a thorough understanding of how software projects should be implemented. Software developers, architects, and technical management teams rely on high-level software design patterns such as microservices architecture, event-driven architecture, and the strategic patterns prescribed by domain-driven design (DDD) to make their work easier. This book covers these proven architecture design patterns with a forward-looking approach to help Python developers manage application complexity—and get the most value out of their test suites. Starting with the initial stages of design, you will learn about the main blocks and mental flow to use at the start of a project. The book covers various architectural patterns like microservices, web services, and event-driven structures and how to choose the one best suited to your project. Establishing a foundation of required concepts, you will progress into development, debugging, and testing to produce high-quality code that is ready for deployment. You will learn about ongoing operations on how to continue the task after the system is deployed to end users, as the software development lifecycle is never finished. By the end of this Python book, you will have developed "architectural thinking": a different way of approaching software design, including making changes to ongoing systems.

Who is this book for?

This book will help software developers and architects understand the structure of large complex systems and adopt architectural patterns that are scalable. Examples in the book are implemented in Python so a fair grasp of basic Python concepts is expected. Proficiency in any programming languages such as Java or JavaScript is sufficient.

What you will learn

  • Think like an architect, analyzing software architecture patterns
  • Explore API design, data storage, and data representation methods
  • Investigate the nuances of common architectural structures
  • Utilize and interoperate elements of patterns such as microservices
  • Implement test-driven development to perform quality code testing
  • Recognize chunks of code that can be restructured as packages
  • Maintain backward compatibility and deploy iterative changes
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Publication date, Length, Edition, Language, ISBN-13
Publication date : Jan 12, 2022
Length: 594 pages
Edition : 1st
Language : English
ISBN-13 : 9781801819992
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Product Details

Publication date : Jan 12, 2022
Length: 594 pages
Edition : 1st
Language : English
ISBN-13 : 9781801819992
Category :
Languages :

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Table of Contents

22 Chapters
Introduction to Software Architecture Chevron down icon Chevron up icon
Part I: Design Chevron down icon Chevron up icon
API Design Chevron down icon Chevron up icon
Data Modeling Chevron down icon Chevron up icon
The Data Layer Chevron down icon Chevron up icon
Part II: Architectural Patterns Chevron down icon Chevron up icon
The Twelve-Factor App Methodology Chevron down icon Chevron up icon
Web Server Structures Chevron down icon Chevron up icon
Event-Driven Structures Chevron down icon Chevron up icon
Advanced Event-Driven Structures Chevron down icon Chevron up icon
Microservices vs Monolith Chevron down icon Chevron up icon
Part III: Implementation Chevron down icon Chevron up icon
Testing and TDD Chevron down icon Chevron up icon
Package Management Chevron down icon Chevron up icon
Part IV: Ongoing operations Chevron down icon Chevron up icon
Logging Chevron down icon Chevron up icon
Metrics Chevron down icon Chevron up icon
Profiling Chevron down icon Chevron up icon
Debugging Chevron down icon Chevron up icon
Ongoing Architecture Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon
Index Chevron down icon Chevron up icon

Customer reviews

Top Reviews
Rating distribution
Full star icon Full star icon Full star icon Full star icon Half star icon 4.6
(22 Ratings)
5 star 81.8%
4 star 9.1%
3 star 0%
2 star 4.5%
1 star 4.5%
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Darragh Hanley Feb 04, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
As a data scientist I have been exposed more to productionizing code more within the past couple of yours. There is a lot to learn and I found this book a great help to understand best practises and what is available. The book covers a lot of areas and dives deep into concepts however I find the build up in explaining topics and the examples given are very accessible, even for someone like me who is not from a software engineering background.I've covered the first three chapters of part IV so far, logging, metrics and profiling and am already bring them into my day to day work. would definitely recommend to anyone trying to up their game in developing production ready code.
Amazon Verified review Amazon
Alfredo Jan 12, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book has some advanced topics yet it is a good book for the not so advanced how ever you should be “conformable reading” Python. The book provides a link to not only some code but also downloadable screenshots and diagrams that are used in the book. Of course, it takes a practical approach to coding not just for now, but give thought as to allow for future growth of the programs. It also gives though to defining the structure of the code but also the security aspects of the software architecture.
Amazon Verified review Amazon
Neels B Aug 31, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
python architecture patterns is an excellent book that covers different aspects of software architecture and delves deeper into several other related concepts (design philosophy, architectural patterns, design implementation and testing, verification and validation) in great details mostly targeting web services. The impressive things about the book is the practicality and relevance it brings to the understanding today's architecture of complex systems. The author also suggests various tools and techniques to achieve this. There is also a lot of code samples to complement the learning and strengthen the underlying concepts. I enjoyed reading the section about Twelve-Factor App methodology, that provides some recommendations that are well proven for web services. These are definitely useful knowledge that can be applied to other areas to improve efficiency in the design cycle of any product/service.I would highly recommend this book to any software developer who like to get a detailed understanding of the challenges of designing complex systems and how to approach it with the tools provided in the book.
Amazon Verified review Amazon
James R Jan 24, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
The approach of this book is something I have been wanting to see for some time. It is ideal for engineering students that are expected to solve physical tasks. It is not flooded with warehouse or payroll examples that do not apply in most engineering cases.Excellent reference book for not only Python learning, but coding in general.
Amazon Verified review Amazon
Sahil Gupta Sep 25, 2022
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Great book for a deeper understanding than quick google searches.
Amazon Verified review Amazon
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