Machine learning (ML) has quickly become integral to many businesses. Its rapid adoption across almost every industry is because it is a force multiplier: new data can be learned from and understood as it arrives, while historical data can be revisited with new tools and practices.
DevOps is not just about operating software in production, but also releasing that software to production. Well-functioning continuous integration/continuous delivery (CI/CD) pipelines are critical for the business, and this calls for quality observability to ensure that Lead Time for Changes is kept short and that broken and flaky pipelines are quickly identified and remediated.
Continuous Integration/Continuous Delivery (CI/CD) has become an essential part of modern software development, allowing teams to deliver high-quality code at a faster pace. Teams can either build or buy their CI/CD system. In this blog post, we will compare both options - exploring the advantages and disadvantages of each - and why CircleCI may be the better choice.
Get to know the differences between cloud-native and cloud-based applications, their benefits, and why a cloud-native tool like Cloudsmith is a game-changer for efficient and secure software artifact management. The term 'cloud' has become a buzzword in the tech industry, often used interchangeably to describe anything from online storage to complex computing services. But what does it really mean? And more importantly, what does it mean for your business?
Every team has a workflow, even if it’s chaotic or lacks consistency. It’s a no-brainer, though, that in the fast-paced world of software development, a clear and well-defined path to guide your work is essential to move efficiently. Workflows provide just that — the structure and framework that developers need to streamline their processes, collaborate effectively, and optimize productivity.
"Artifact" and "package" are often used interchangeably, but they have distinct differences. Understand their unique roles, learn through practical examples, and discover why distinguishing between them is vital for effective software management and distribution. "Artifact" and "package" are often used interchangeably, but they have distinct differences.
Cloudsmith celebrates being honored with two prestigious G2 awards: "Best Relationship Summer 2023" and "High Performer Summer 2023". Discover how our commitment to exceptional customer service and a best-in-class software supply chain management platform earned us these badges. Cloudsmith celebrates being honored with two prestigious G2 awards: "Best Relationship Summer 2023" and "High Performer Summer 2023".
There are many benefits of incorporating CI/CD into your ML pipeline, such as automating the deployment of ML models to production at scale. The focus of this article is to illustrate how to integrate AWS SageMaker model training and deployment into CircleCI CI/CD pipelines. The structure of this project is a monorepo containing multiple models. The monorepo approach has advantages over the polyrepo approach, including simplified dependency versioning and security vulnerability management.
If you want to make software engineering easy to improve, then automate actions in your development process. These simple yet high-impact “if this, then that” conditions pack a punch toward reducing toil and cognitive load. Your developers choose what’s important to improve and reap the benefits of an efficient and optimized development environment.
All about artifact management, alongside 10 awesome benefits that any good Artifact Management platform will provide, including added security, traceability, and control. Efficiency and organization are key when it comes to continuous delivery. As teams work to deliver high-quality software at an increasingly fast pace, the need for effective management of the various components of the software development lifecycle has become paramount.
GitLab is a collaborative Git repository that fosters open-source development by offering both free open and private repositories. With its extensive features such as issue tracking and wikis, GitLab empowers teams to collaborate effectively and create exceptional software solutions. GitHub and Bitbucket are similar tools. CircleCI has launched support for Gitlab, so it is helpful to learn to use it. In this tutorial, I’ll show you how to push a project to GitLab.
