---
title: "Discussion on \"TRACE — Enterprise Risk Closure Framework\" | Hashnode"
description: "Discussion on \"TRACE — Enterprise Risk Closure Framework\". SOC teams close false positives daily without examining the cloud misconfiguration behind them. Here is the framework that changes that."
url: "https://hashnode.com/posts/trace-enterprise-risk-closure-framework/6a8446aa9769587dfd148181"
---

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Discussion

# [TRACE — Enterprise Risk Closure Framework](https://mavericksec.hashnode.dev/trace-enterprise-risk-closure-framework?utm_source=hashnode&utm_medium=feed)

SOC teams close false positives daily without examining the cloud misconfiguration behind them. Here is the framework that changes that.

Aug 16 · 4 min read · mavericksec.hashnode.dev  
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-   [#secops](https://hashnode.com/tag/secops)
-   [#enterprise-security](https://hashnode.com/tag/enterprise-security)
-   [#alert-triage](https://hashnode.com/tag/alert-triage)
-   [#incident-response](https://hashnode.com/tag/incident-response)
-   [#risk-mitigation](https://hashnode.com/tag/risk-mitigation)
-   [#soc](https://hashnode.com/tag/soc)
-   [#cloud-security](https://hashnode.com/tag/cloud-security)

## Written by

[Manju Lalwani](https://hashnode.com/@infrashield)

@infrashield · India

  
[View profile](https://hashnode.com/@infrashield)

Blue Team | Purple Team | Threats, Detections & Cloud Things | Women in Cyber 🛡️

I’m a Security Engineer with 12+ years of experience spanning across the security spectrum — from Application Security and DLP to Email Security, Threat Modeling, and Detection Engineering. I started out in AppSec and secure design reviews, grew through DLP and email controls, and evolved into a threat-focused engineer obsessed with solving real-world problems using data, cloud, and smart detection. 🔍 These days, I specialize in building scalable, threat-informed detection pipelines for cloud-native, container-heavy environments — where Detection Engineering meets Data Engineering. Whether it’s turning packets into signal or crafting long-term log ingestion strategies, I love working at the intersection of: 💡 Threat detection 🛰️ Cloud & Kubernetes 🧠 Data pipelines With hands-on experience across GCP, AWS, Kubernetes, Kafka, and behavioral analytics, I bring deep technical understanding paired with a strong sense of mission. I'm a huge advocate for women in cybersecurity, and I genuinely love what I do. This isn’t just a career — it’s a passion. Whether it’s breaking down a complex detection problem, helping someone break into the field, or pushing for better representation, I bring everything I’ve got. I believe in doing meaningful work, mentoring with intention, and showing up as my full self in the field.

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