Flyte vs. MLflow Comparison


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About The workflow automation platform for complex, mission-critical data and ML processes at scale. Flyte makes it easy to create concurrent, scalable, and maintainable workflows for machine learning and data processing. Flyte is used in production at Lyft, Spotify, Freenome, and others. At Lyft, Flyte has been serving production model training and data processing for over four years, becoming the de-facto platform for teams like pricing, locations, ETA, mapping, autonomous, and more. In fact, Flyte manages over 10,000 unique workflows at Lyft, totaling over 1,000,000 executions every month, 20 million tasks, and 40 million containers. Flyte has been battle-tested at Lyft, Spotify, Freenome, and others. It is entirely open-source with an Apache 2.0 license under the Linux Foundation with a cross-industry overseeing committee. Configuring machine learning and data workflows can get complex and error-prone with YAML.	About MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry. MLflow currently offers four components. Record and query experiments: code, data, config, and results. Package data science code in a format to reproduce runs on any platform. Deploy machine learning models in diverse serving environments. Store, annotate, discover, and manage models in a central repository. The MLflow Tracking component is an API and UI for logging parameters, code versions, metrics, and output files when running your machine learning code and for later visualizing the results. MLflow Tracking lets you log and query experiments using Python, REST, R API, and Java API APIs. An MLflow Project is a format for packaging data science code in a reusable and reproducible way, based primarily on conventions. In addition, the Projects component includes an API and command-line tools for running projects.
Platforms Supported Windows Not Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers in need of a workflow automation platform to create concurrent, scalable, and maintainable workflows	Audience Companies looking for an open source platform solution for the machine learning lifecycle
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Union.ai Founded: 2020 United States flyte.org	Company Information MLflow Founded: 2018 United States mlflow.org
Alternatives Metaflow Netflix	Alternatives Union Cloud Union.ai
Ray Anyscale	Amazon SageMaker Amazon
ZenML	Azure Machine Learning Microsoft
Lyft Business Lyft	Gemini Enterprise Agent Platform Google
Lyft View All	DVC iterative.ai View All
Categories AI Automation Supported AI/ML Model Training Supported Machine Learning Supported Workflow Automation Supported	Categories AI Gateways Supported LLM Evaluation Supported Machine Learning Supported ML Experiment Tracking Supported ML Model Deployment Supported ML Model Management Supported

Integrations Amazon SageMaker Supported Apache Spark Supported Databricks Supported Google Cloud Platform Supported Kubernetes Supported Ray Supported TensorFlow Supported Union Cloud Supported Amazon Athena Supported Dagster Not Supported IBM watsonx.data integration Not Supported Jozu Not Supported LLaMA-Factory Not Supported LiteLLM Not Supported Ludwig Not Supported Microsoft 365 Not Supported OpenMetadata Not Supported conDati Not Supported dbt Supported Show More Integrations View All 33 Integrations	Integrations Amazon SageMaker Supported Apache Spark Supported Databricks Supported Google Cloud Platform Supported Kubernetes Supported Ray Supported TensorFlow Supported Union Cloud Supported Amazon Athena Not Supported Dagster Supported IBM watsonx.data integration Supported Jozu Supported LLaMA-Factory Supported LiteLLM Supported Ludwig Supported Microsoft 365 Supported OpenMetadata Supported conDati Supported dbt Not Supported Show More Integrations View All 48 Integrations
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