# 04 - Writing SOAR Playbooks in Python: Incident Response Automation

Writing SOAR playbooks in Python: incident response automation, enrichment, containment and action orchestration.

## What you'll learn

- The modular architecture (Step + Playbook + Context) is the foundation of any enterprise SOAR
- Multi-source enrichment (VT, EDR, CMDB, AD) is essential for accurate triage decisions
- Automatic escalation for critical assets prevents collateral damage from over-containment
- Automatic documentation eliminates reporting overhead (40% of analyst time)
- Testing with mock clients ensures quality without impacting production systems

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

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## Read the full article

The complete article (26 min read) with code examples, diagrams, and practical exercises is available here:

**➡️ [04 - Writing SOAR Playbooks in Python: Incident Response Automation](https://federicocalo.dev/en/blog/soar-playbooks-python-incident-response-automation)**

`https://federicocalo.dev/en/blog/soar-playbooks-python-incident-response-automation`

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