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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

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

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

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 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

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

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

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) generation holds significant promise for automating cloud infrastructure provisioning. Recent advances in Large Language Models (LLMs) present a promising opportunity to democratize IaC development by generating…

Software Engineering · Computer Science 2026-01-13 Tianyi Zhang , Shidong Pan , Zejun Zhang , Zhenchang Xing , Xiaoyu Sun

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

Cloud computing has become popular thanks to the widespread use of Infrastructure as Code (IaC) tools, allowing the community to conveniently manage and configure cloud infrastructure using scripts. However, the scripting process itself…

Cryptography and Security · Computer Science 2025-07-10 Alexandre Verdet , Mohammad Hamdaqa , Leuson Da Silva , Foutse Khomh

Users of cloud platforms often must expend significant manual efforts in the deployment and orchestration of their services on cloud platforms due primarily to having to deal with the high variabilities in the configuration options for…

Software Engineering · Computer Science 2019-04-10 Anirban Bhattacharjee , Yogesh Barve , Aniruddha Gokhale , Takayuki Kuroda

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

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: 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

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

Practitioners use Infrastructure as Code (IaC) scripts to efficiently configure IT infrastructures through machine-readable definition files. However, during the development of these scripts, some code patterns or deployment choices may…

Software Engineering · Computer Science 2025-01-22 Seif Kosbar , Mohammad Hamdaqa

Proliferation of cloud computing has revolutionized hosting and delivery of Internet-based application services. However, with the constant launch of new cloud services and capabilities almost every month by both big (e.g., Amazon Web…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-04-09 Miranda Zhang , Rajiv Ranjan , Michael Menzel , Surya Nepal , Peter Strazdins , Lizhe Wang

Making successful use of cloud computing requires nuanced approaches to both system design and deployment methodology, involving reasoning about the elasticity, cost, and security models of cloud services. Building cloud-native applications…

Computers and Society · Computer Science 2024-12-04 Aditya Saligrama , Cody Ho , Benjamin Tripp , Michael Abbott , Christos Kozyrakis

Context: The popularity of cloud computing as the primary platform for developing, deploying, and delivering software is largely driven by the promise of cost savings. Therefore, it is surprising that no empirical evidence has been…

Software Engineering · Computer Science 2024-05-28 Daniel Feitosa , Matei-Tudor Penca , Massimiliano Berardi , Rares-Dorian Boza , Vasilios Andrikopoulos
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