# 09 - Testing Detection Rules: Unit Testing for Security Logic

Unit testing for detection rules: test framework, synthetic log generation, red team validation and coverage metrics.

## What you'll learn

- Detection rules are code: they need tests like any other code
- sigma-test allows co-located tests with the rule in native YAML format
- pytest offers flexibility for advanced tests: stress testing, coverage, parameterization
- Automatically generated synthetic logs cover more cases than manual events
- CI/CD gate prevents deployment of faulty rules to production

*This article is part of the **Detection Engineering** series on federicocalo.dev.*

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## Read the full article

The complete article (24 min read) with code examples, diagrams, and practical exercises is available here:

**➡️ [09 - Testing Detection Rules: Unit Testing for Security Logic](https://federicocalo.dev/en/blog/testing-detection-rules-unit-testing-security-logic)**

`https://federicocalo.dev/en/blog/testing-detection-rules-unit-testing-security-logic`

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*By [Federico Calò](https://federicocalo.dev) — Software Developer & Technical Writer*
