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Leveraging Generative AI and Prompt Engineering to Enhance Cloud Operations
August 2025
|Open Source For You
We explore the benefits of using generative Al and prompt engineering for cloud operations. Popular GenAl tools for major cloud platforms and cloud-agnostic solutions are also listed, along with real-world examples of effective prompt engineering.
Generative AI is revolutionising cloud operations by providing intelligent solutions for monitoring, management, and troubleshooting. By leveraging prompt engineering, professionals can create scripts that automate various operational tasks, enhancing efficiency and reducing human error. This is possible with 'vibe coding', where we can use a prompt to generate computer-assisted coding for cloud operations and cloud service management.
Prompt engineering for cloud operational services
Prompt engineering involves crafting effective input prompts to elicit the desired responses from generative AI models. In the realm of cloud operations, it can be used to automate tasks such as monitoring system performance, managing resources, and troubleshooting issues. Here's how prompt engineering can be used across different operational services.
Cloud monitoring: For L1 operations, generative AI can be prompted to continuously monitor cloud infrastructure, detecting anomalies and performance bottlenecks. Scripts can be designed to check resource utilisation, identify latency issues, and alert operators to potential security threats.
Cloud management: L2 operations benefit from generative AI by automating resource allocation, scaling, and configuration management. Prompt engineering can help create scripts that optimise load balancing, manage virtual machines, and ensure compliance with policies.
Troubleshooting: Generative AI can assist in diagnosing and resolving issues in cloud environments. By using prompts to guide AI through log analysis and error reports, it can identify the root cause of problems and suggest remedial actions, streamlining the troubleshooting process.
Popular GenAI tools for cloud platforms
Generative AI tools are available for major cloud platforms, each offering unique features to enhance cloud operations
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