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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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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

Metrics versus logs

As we saw in the previous chapter, logs are text messages produced as code is executed. They are good at giving visibility on each of the specific tasks that the system is performing, but they generate a huge amount of data, which is difficult to digest in bulk. Instead, only small groups of logs are able to be analyzed at any given time.

Normally, the logs analyzed will all be related to a single task. We saw in the previous chapter how to use a request ID for that. But on certain occasions, it may be necessary to check all logs happening in a particular time window to see crossing effects, like a problem in one server that affects all tasks during certain times.

But sometimes the important information is not a specific request, but to understand the behavior of the system as a whole. Is the load of the system growing compared to yesterday's? How many errors are we returning? Is the time it takes to process tasks increasing? Or decreasing...

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