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Python Architecture Patterns

You're reading from   Python Architecture Patterns Master API design, event-driven structures, and package management in Python

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Product type Paperback
Published in Jan 2022
Publisher Packt
ISBN-13 9781801819992
Length 594 pages
Edition 1st Edition
Languages
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Author (1):
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Jaime Buelta Jaime Buelta
Author Profile Icon Jaime Buelta
Jaime Buelta
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Toc

Table of Contents (23) Chapters Close

Preface 1. Introduction to Software Architecture FREE CHAPTER 2. Part I: Design
3. API Design 4. Data Modeling 5. The Data Layer 6. Part II: Architectural Patterns
7. The Twelve-Factor App Methodology 8. Web Server Structures 9. Event-Driven Structures 10. Advanced Event-Driven Structures 11. Microservices vs Monolith 12. Part III: Implementation
13. Testing and TDD 14. Package Management 15. Part IV: Ongoing operations
16. Logging 17. Metrics 18. Profiling 19. Debugging 20. Ongoing Architecture 21. Other Books You May Enjoy
22. Index

Data indexing

As data grows, the access to data starts getting slower. Retrieving exactly the proper data from a big table full of information requires performing more internal operations to locate it.

While we will describe data indexing in relation to relational databases, most of the fundamentals are applicable to other databases.

This process can be greatly speeded up by organizing the data smartly in a way that is easy to search. This leads to creating indexes that allow you to locate data very quickly by searching through them. The basics of an index is to create an external sorted data structure that points to one or more fields of each of the records of the database. This index structure is always kept sorted as data in the table changes.

For example, a short table may contain this information

id

Name

...
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