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"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.