Netflix Metaflow is an open-source, data science framework designed to simplify the process of building and managing data-intensive workflows. It allows users to define workflows as directed graphs, making it easy to visualize and iterate on them. Metaflow automatically handles scaling, versioning, and deployment of workflows, which are critical aspects within machine learning and data engineering projects. It provides built-in support for tasks like data storage, parameter management, and computation execution, both locally and in the cloud.
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tech22025-11-03
The article discusses the enhancements made to Metaflow, a framework for managing machine learning and AI workflows at Netflix. It introduces a new feature called Spin, which allows for rapid, iterative development similar to using notebook cells, enabling developers to quickly test and debug individual steps in their workflows. The article emphasizes the importance of state management and the differences between traditional software engineering and ML/AI development. It also highlights how Metaflow integrates with other tools to streamline the deployment process.
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