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Infrastructure as Code (IaC) is fundamental to modern cloud computing, enabling teams to define and manage infrastructure through machine-readable configuration files. However, different cloud service providers utilize diverse IaC formats.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-09 Sam Davidson , Li Sun , Bhavana Bhasker , Laurent Callot , Anoop Deoras

Infrastructure as Code (IaC) is a revolutionary approach which has gained significant prominence in the Industry. IaC manages and provisions IT infrastructure using machine-readable code by enabling automation, consistency across the…

Software Engineering · Computer Science 2024-04-02 Kalahasti Ganesh Srivatsa , Sabyasachi Mukhopadhyay , Ganesh Katrapati , Manish Shrivastava

The scale and complexity of modern cloud infrastructure have made Infrastructure-as-Code (IaC) essential for managing deployments. While large Language models (LLMs) are increasingly being used to generate IaC configurations from natural…

Software Engineering · Computer Science 2026-04-06 Zhenning Yang , Kaden Gruizenga , Tongyuan Miao , Patrick Tser Jern Kon , Hui Guan , Ang Chen

In recent years, Infrastructure as Code (IaC) has emerged as a critical approach for managing and provisioning IT infrastructure through code and automation. IaC enables organizations to create scalable and consistent environments,…

Cryptography and Security · Computer Science 2025-11-18 Yikun Li , Matteo Grella , Daniel Nahmias , Gal Engelberg , Dan Klein , Giancarlo Guizzardi , Thijs van Ede , Andrea Continella

Code generation with Large Language Models (LLMs) has helped to increase software developer productivity in coding tasks, but has yet to have significant impact on the tasks of software developers that surround this code. In particular, the…

Software Engineering · Computer Science 2024-12-02 Mayur Amarnath Palavalli , Mark Santolucito

The increasing complexity of cloud-native infrastructure has made Infrastructure-as-Code (IaC) essential for reproducible and scalable deployments. While large language models (LLMs) have shown promise in generating IaC snippets from…

Software Engineering · Computer Science 2025-10-07 Rana Nameer Hussain Khan , Dawood Wasif , Jin-Hee Cho , Ali Butt

Infrastructure-as-code (IaC) is a practice to implement continuous deployment by allowing management and provisioning of infrastructure through the definition of machine-readable files and automation around them, rather than physical…

Software Engineering · Computer Science 2020-07-08 Stefano Dalla Palma , Dario Di Nucci , Fabio Palomba , Damian A. Tamburri

Large Language Models (LLMs) currently exhibit low success rates in generating correct and intent-aligned Infrastructure as Code (IaC). This research investigated methods to improve LLM-based IaC generation, specifically for Terraform, by…

Artificial Intelligence · Computer Science 2025-12-18 Roman Nekrasov , Stefano Fossati , Indika Kumara , Damian Andrew Tamburri , Willem-Jan van den Heuvel

Context:Infrastructure as code (IaC) is the practice to automatically configure system dependencies and to provision local and remote instances. Practitioners consider IaC as a fundamental pillar to implement DevOps practices, which helps…

Software Engineering · Computer Science 2020-06-03 Akond Rahman , Rezvan Mahdavi-Hezaveh , Laurie Williams

Automating Infrastructure-as-Code (IaC) is challenging, and large language models (LLMs) often produce incorrect configurations from natural language (NL). We present TerraFormer, a neuro-symbolic framework for IaC generation and mutation…

Software Engineering · Computer Science 2026-01-14 Prithwish Jana , Sam Davidson , Bhavana Bhasker , Andrey Kan , Anoop Deoras , Laurent Callot

The increasing use of Infrastructure as Code (IaC) in DevOps leads to benefits in speed and reliability of deployment operation, but extends to infrastructure challenges typical of software systems. IaC scripts can contain defects that…

Software Engineering · Computer Science 2022-06-22 Michele Chiari , Michele De Pascalis , Matteo Pradella

Background: As Infrastructure as Code (IaC) becomes standard practice, ensuring the reliability of IaC scripts is essential. Defect taxonomies are valuable tools for this, offering a common language for issues and enabling systematic…

Software Engineering · Computer Science 2025-06-19 Wendell Oliveira , Filipe Paiva , Thiago Emmanuel Pereira , João Brunet

Context: In continuous deployment, software and services are rapidly deployed to end-users using an automated deployment pipeline. Defects in infrastructure as code (IaC) scripts can hinder the reliability of the automated deployment…

Software Engineering · Computer Science 2020-06-03 Akond Rahman , Laurie Williams

Infrastructure as Code (IaC) has enabled cloud customers to have more agility in creating and modifying complex deployments of cloud-provisioned resources. By writing a configuration in IaC languages such as CloudFormation, users can…

Software Engineering · Computer Science 2024-02-27 Feitong Qiao , Aryana Mohammadi , Jürgen Cito , Mark Santolucito

Context: The 'as code' suffix in infrastructure as code (IaC) refers to applying software engineering activities, such as version control, to maintain IaC scripts. Without the application of these activities, defects that can have serious…

Software Engineering · Computer Science 2020-06-02 Akond Rahman , Effat Farhana , Laurie Williams

Infrastructure as Code (IaC) has become integral to modern software development, enabling automated and consistent configuration of computing environments. The rapid proliferation of IaC scripts has highlighted the need for better code…

Software Engineering · Computer Science 2025-02-06 Pandu Ranga Reddy Konala , Vimal Kumar , David Bainbridge , Junaid Haseeb

Cloud infrastructure is managed through a mix of interfaces -- traditionally, cloud consoles, command-line interfaces (CLI), and SDKs are the tools of choice. Recently, Infrastructure-as-Code/IaC frameworks (e.g., Terraform) have quickly…

Software Engineering · Computer Science 2025-10-24 Zhenning Yang , Hui Guan , Victor Nicolet , Brandon Paulsen , Joey Dodds , Daniel Kroening , Ang Chen

DevOps pipeline is a set of automated tasks or processes or jobs that has tasks assigned to execute automatically that allow the Development team and Operations team to collaborate for building and deployment of the software or services.…

Software Engineering · Computer Science 2025-03-21 Adarsh Saxena , Sudhakar Singh , Shiv Prakash , Tiansheng Yang , Rajkumar Singh Rathore

Infrastructure as code (IaC) scripts are used to automate the maintenance and configuration of software development and deployment infrastructure. IaC scripts can be complex in nature, containing hundreds of lines of code, leading to…

Software Engineering · Computer Science 2019-07-18 Akond Rahman , Sarah Elder , Faysal Hossain Shezan , Vanessa Frost , Jonathan Stallings , Laurie Williams

Infrastructure as Code (IaC) tools have transformed the way IT infrastructure is automated and managed, but their growing adoption has also exposed numerous challenges for practitioners. In this paper, we investigate these challenges…

Software Engineering · Computer Science 2026-05-01 Carolina Carreira , Nuno Saavedra , Alexandra Mendes , João F. Ferreira
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