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Continuous Integration (CI) is a well-established practice in traditional software development, but its nuances in the domain of Machine Learning (ML) projects remain relatively unexplored. Given the distinctive nature of ML development,…

Software Engineering · Computer Science 2024-03-15 João Helis Bernardo , Daniel Alencar da Costa , Sérgio Queiroz de Medeiros , Uirá Kulesza

DevOps is a combination of methodologies and tools that improves the software development, build, deployment, and monitoring processes by shortening its lifecycle and improving software quality. Part of this process is CI/CD, which embodies…

Software Engineering · Computer Science 2024-02-28 Hugo da Gião , André Flores , Rui Pereira , Jácome Cunha

The software industry is experiencing a surge in the adoption of Continuous Integration (CI) practices, both in commercial and open-source environments. CI practices facilitate the seamless integration of code changes by employing automated…

Software Engineering · Computer Science 2024-05-17 Hajer Mhalla , Mohamed Aymen Saied

Continuous integration is a software engineering practice of frequently merging all developer working copies with a shared main branch, e.g., several times a day. With the advent of GitHub, a platform well known for its "social coding"…

Software Engineering · Computer Science 2015-12-08 Bogdan Vasilescu , Stef van Schuylenburg , Jules Wulms , Alexander Serebrenik , Mark G. J. van den Brand

Background: Much research has been conducted to investigate the impact of Continuous Integration (CI) on the productivity and quality of open-source projects. Most of studies have analyzed the impact of adopting a CI server service (e.g,…

Software Engineering · Computer Science 2022-08-05 Jadson Santos , Daniel Alencar da Costa , Uirá Kulesza

Continuous Integration (CI) is a software development practice that builds and tests software frequently (e.g., at every push). One main motivator to adopt CI is the potential to deliver software functionalities more quickly than not using…

Software Engineering · Computer Science 2023-05-29 João Helis Bernardo , Daniel Alencar da Costa , Uirá Kulesza , Christoph Treude

Background. The rapid and growing popularity of machine learning (ML) applications has led to an increasing interest in MLOps, that is, the practice of continuous integration and deployment (CI/CD) of ML-enabled systems. Aims. Since changes…

Software Engineering · Computer Science 2022-09-26 Fabio Calefato , Filippo Lanubile , Luigi Quaranta

Background: User interface (UI) testing, which is used to verify the behavior of interactive elements in applications, plays an important role in software development and quality assurance. However, little is known about the adoption of UI…

Software Engineering · Computer Science 2025-04-29 Xiaoxiao Gan , Chris Brown

Large-scale software development has become a highly collaborative and geographically distributed endeavour, especially in open-source software development ecosystems and their associated developer communities. It has given rise to modern…

Software Engineering · Computer Science 2023-05-18 Mairieli Wessel , Tom Mens , Alexandre Decan , Pooya Rostami Mazrae

Continuous integration (CI) tools integrate code changes by automatically compiling, building, and executing test cases upon submission of code changes. Use of CI tools is getting increasingly popular, yet how proprietary projects reap the…

Software Engineering · Computer Science 2018-09-17 Akond Rahman , Amritanshu Agrawal , Rahul Krishna , Alexander Sobran

Continuous Integration (CI) has evolved from a tooling strategy to a fundamental mindset in modern CI engineering. It enables teams to develop, test, and deliver software rapidly and collaboratively. Among CI services, GitHub Actions (GHA)…

Software Engineering · Computer Science 2025-07-25 Edward Abrokwah , Taher A. Ghaleb

Model deployment in machine learning has emerged as an intriguing field of research in recent years. It is comparable to the procedure defined for conventional software development. Continuous Integration and Continuous Delivery (CI/CD)…

Software Engineering · Computer Science 2022-02-09 Satvik Garg , Pradyumn Pundir , Geetanjali Rathee , P. K. Gupta , Somya Garg , Saransh Ahlawat

Continuous Integration (CI) encompasses a set of widely adopted practices that enhance software development. However, there are indications that developers may not adequately monitor CI practices. Hence, this paper explores developers'…

Software Engineering · Computer Science 2025-06-10 Jadson Santos , Daniel Alencar da Costa , Shane McIntosh , Uirá Kulesza

Continuous Integration (CI) services, such as GitHub Actions and Travis CI, are widely adopted in open-source development to automate testing and deployment. Though existing research often examines individual services in isolation, it…

Software Engineering · Computer Science 2025-07-29 Nitika Chopra , Taher A. Ghaleb

Continuous Integration/Continuous Delivery (CI/CD) caching is widely used to reduce repeated computation and improve CI/CD efficiency, yet maintaining effective caching requires ongoing maintenance effort. In this paper, we present the…

Software Engineering · Computer Science 2026-04-16 Kazi Amit Hasan , Yuan Tian , Safwat Hassan , Steven H. H. Ding

Continuous integration and delivery (CI/CD) are nowadays at the core of software development. Their benefits come at the cost of setting up and maintaining the CI/CD pipeline, which requires knowledge and skills often orthogonal to those…

Software Engineering · Computer Science 2023-09-07 Antonio Mastropaolo , Fiorella Zampetti , Gabriele Bavota , Massimiliano Di Penta

Massive Open Online Courses (MOOCs) have transformed the educational landscape, offering scalable and flexible learning opportunities, particularly in data-centric fields like data science and artificial intelligence. Incorporating AI and…

Computers and Society · Computer Science 2023-11-14 Babak Moghadas , Brian S. Caffo

A core goal of Continuous Integration (CI) is to make small incremental changes to software projects, which are integrated frequently into a mainline repository or branch. This paper presents an empirical study that investigates if…

Software Engineering · Computer Science 2018-09-17 Sebastian Baltes , Jascha Knack , Daniel Anastasiou , Ralf Tymann , Stephan Diehl

Continuous Integration (CI) provides early feedback by automatically building software, but long build durations can hinder developer productivity. CI services use caching to speed up builds by reusing infrequently changing artifacts, yet…

Software Engineering · Computer Science 2026-03-20 Taher A. Ghaleb , Daniel Alencar da Costa , Ying Zou

Agile practices are receiving considerable attention from industry as an alternative to traditional software development approaches. However, there are a number of challenges in combining Agile [2] with Test-driven development (TDD) [10]…

Software Engineering · Computer Science 2015-06-30 Sandeep Sivanandan
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