---
title: "Discussion on \"\nHow to Build an Automated Workload Model for Peak Readiness\" | Hashnode"
description: "Discussion on \"\nHow to Build an Automated Workload Model for Peak Readiness\". If you’ve ever spent two days pulling data out of an APM tool just to answer “how many virtual users should I run in my load test?”, this tutorial is for you.\nBy the end, you’ll know how to derive eve"
url: "https://hashnode.com/posts/how-to-build-an-automated-workload-model-for-peak-readiness/6a67c5edb2d5c5f568857cd3"
---

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# [How to Build an Automated Workload Model for Peak Readiness](https://freecodecamp.org/news/how-to-build-an-automated-workload-model-for-peak-readiness?utm_source=hashnode&utm_medium=feed)

If you’ve ever spent two days pulling data out of an APM tool just to answer “how many virtual users should I run in my load test?”, this tutorial is for you. By the end, you’ll know how to derive eve

Jul 27 · 42 min read · freecodecamp.org  
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## Written by

[Vasuki Uday Kiran Vudathala](https://hashnode.com/@vvukiran)

@vvukiran · Pleasanton

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

Vasuki Uday Kiran Vudathala is a Staff Performance Engineer at ServiceNow, specializing in scalable, resilient systems for cloud-native and generative AI platforms. His work spans peak workload planning, large-scale system validation, and integrating performance engineering into modern DevOps pipelines. He also has experience in native iOS platform engineering across retail, e-commerce, and airline domains, with expertise in session-based performance modeling, cross-metric analysis, real-device testing, and performance program design at scale.

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