Tuhin Paul
AI-Driven Infrastructure Management in Azure

Amit is developing an AI-powered infrastructure management system for a company with a critical e-commerce platform hosted on Azure. The system must check that the platform maintains 99.9% uptime and optimizes operational costs. The environment includes multiple virtual machines (VMs) that power various microservices for the platform, such as payment gateways, recommendation engines, and user sessions.

Occasionally, administrators or automated scripts stop Azure virtual machines due to testing, updates, or misconfigurations. Stopping certain critical VMs could result in platform downtime, leading to lost revenue and poor customer experience. The AI application must:

  1. Automatically detect when a critical VM is stopped.
  2. Analyze the impact of the VM shutdown on the platform in real time.
  3. Trigger appropriate mitigation actions like restarting the VM or shifting workloads to backup instances.
  4. Provide a root cause analysis to prevent future occurrences.
By Tuhin Paul in .NET on Jan 26 2025


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