Best Metaflow Alternatives (21)
Looking for a Metaflow alternative? We've compiled the best options based on user reviews, features, and pricing to help you find the right fit.
What is Metaflow? Metaflow is an open-source Python library that helps data scientists build and manage real-life data science projects. It provides an easy-to-use abstraction layer for data scientists to develop pipelines, track experiments, visualize results, and deploy machine learning models to production.
Top Alternatives to Metaflow
Apache Airflow
Open SourceApache Airflow is an open-source workflow management platform used to programmatically author, schedule and monitor workflows. It provides a graphical …
Shipyard - Data Orchestration
Open SourceShipyard is an open source data orchestration platform that allows you to easily build and manage pipelines for ETL, data …
StackStorm
Open SourceStackStorm is an open-source automation platform that provides event-driven automation for auto-remediation, security responses, troubleshooting and more. It's designed to …
Apache Oozie
FreeApache Oozie is an open source workflow scheduling and coordination system for managing Hadoop jobs. It allows users to define …
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Metaflow Overview
Metaflow is an open-source Python library that helps data scientists build and manage real-life data science projects. It provides an easy-to-use abstraction layer for data scientists to develop robust and reproducible pipelines, track experiments, visualize results, and deploy machine learning models to production.Some key features of Metaflow include:Simplified pipeline construction using Python decoratorsTracking experiments with unique identifiers to organize resultsVisualization of pipeline execution as a graphIntegration with common data science libraries like Pandas, TensorFlow, and Scikit-LearnBuilt-in support for running pipelines …
Pricing: Open Source
Quick Comparison
| Software | Pricing | Score |
|---|---|---|
| Metaflow | Open Source | — |
| Kestra | Subscription | — |
| Zenaton | Open Source | — |
| Apache Airflow | Open Source | — |
| Shipyard - Data Orchestration | Open Source | — |
| Luigi | Open Source | — |
| RunDeck | Open Source | — |
| StackStorm | Open Source | — |
| Azkaban | Open Source | — |
| Apache Oozie | Free | — |
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