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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 2. Part I: Design FREE CHAPTER
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

Summary

In this chapter, we described what metrics are and how they compare with logs. We described how metrics are useful to analyze the general state of the system, while logs describe specific tasks, being more difficult to describe the aggregated situation.

We enumerated different kinds of metrics that can be produced and described Prometheus, a common metrics system that uses the pull approach on how to capture metrics.

We set an example of how to generate metrics automatically in Django by installing and configuring the django-prometheus module, and how to start a Prometheus server that scrapes the generated metrics.

Keep in mind that you can also generate your own custom metrics, not having to only rely on the ones in an external module. Check the Prometheus client to see how, for example, for Python: https://github.com/prometheus/client_python.

Next, we described how to query metrics in Prometheus, introducing PromQL, and showed some common examples...

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