Metaflow Alternatives

Metaflow is described as 'Human-friendly Python library that helps scientists and engineers build and manage real-life data science projects. Metaflow was originally developed at Netflix to boost productivity of data scientists who work on a wide variety of projects from classical' and is a workflow automation tool. There are more than 10 alternatives to Metaflow for a variety of platforms, including Linux, Mac, Self-Hosted, SaaS and Windows apps. The best Metaflow alternative is Aqueduct MLOps framework, which is both free and Open Source. Other great apps like Metaflow are Kestra, Apache Airflow, Zenaton and RunDeck.

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Metaflow alternatives are mainly Workflow Automation Tools but may also be Task Automation Apps or Server Management Tools. Filter by these or use the filter bar below if you want a narrower list of alternatives or looking for a specific functionality of Metaflow.

Metaflow

Workflow Automation Tool
Free • Open Source

Metaflow is a human-friendly Python library that helps scientists and engineers build and manage real-life data science projects. Metaflow was originally developed at Netflix to boost productivity of data scientists who...

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Metaflow alternatives page was last updated Sep 16, 2024

Aqueduct MLOps framework
Aqueduct is an open-source MLOps framework that allows you to write code in vanilla Python, run that code on any cloud infrastructure you'd like to use, and gain visibility into the execution and performance of your models and predictions.
4 Aqueduct MLOps framework alternatives
License model
- Free • Open Source
Platforms
- Mac
- Amazon Web Services
- Python
- Google Cloud Platform
Aqueduct MLOps framework Features
Orchestration
Data science
Show all NaN Aqueduct MLOps framework features ▾
Aqueduct MLOps framework VS Metaflow
Is this a good alternative to Metaflow?
- Aqueduct MLOps framework is the most popular Mac alternative to Metaflow.
- Aqueduct MLOps framework is the most popular Open Source & free alternative to Metaflow.
- Aqueduct MLOps framework is Free and Open SourceMetaflow is also Free and Open Source

Kestra
Kestra is an infinitely scalable orchestration and scheduling platform, creating, running, scheduling, and monitoring millions of complex pipelines.
10 Kestra alternatives
License model
- Free • Open Source
Platforms
- Mac
- Windows
- Linux
- Online
- Self-Hosted
Kestra Features
Orchestration
Workflow
Show all NaN Kestra features ▾
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Kestra VS Metaflow
Is Kestra a good alternative to Metaflow?
- Kestra is the most popular Web-based, Windows, Linux & Self-Hosted alternative to Metaflow.
- Kestra is Free and Open SourceMetaflow is also Free and Open Source

Apache Airflow
Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.
28 Apache Airflow alternatives
License model
- Free • Open Source
Platforms
- Linux
Apache Airflow Features
Task Scheduling
Workflow
Show all NaN Apache Airflow features ▾
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Apache Airflow VS Metaflow
Is Apache Airflow a good alternative to Metaflow?

Zenaton
Zenaton is a developer tool and hosted workflow engine for writing, running and monitoring all of your background processes whether it is a single task or a long running workflow. It allows developers to easily integrate third party services and APIs iby triggering tasks and...
42 Zenaton alternatives
License model
- Freemium • Proprietary
Application types
- Workflow Automation Tool
- Task Automation App
Platforms
- Clever Cloud
- Software as a Service (SaaS)
- Heroku
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Zenaton Features
1. Workflow
2. Container Orchestration
3. Real-time monitoring
4. Workflow Triggers
5. Task Scheduling
6. API Integration
7. Scheduling
8. Ruby
Show all NaN Zenaton features ▾
Zenaton VS Metaflow
Is Zenaton a good alternative to Metaflow?
- Zenaton is the most popular SaaS alternative to Metaflow.
- Zenaton is Freemium and ProprietaryMetaflow is Free and Open Source

RunDeck
RunDeck is an open source automation service with a web console, command line tools and a WebAPI. It lets you easily run automation tasks across a set of nodes.
31 RunDeck alternatives
License model
- Free • Open Source
Application type
- Server Management Tool
Platforms
- Linux
RunDeck Features
Task Scheduling
Job scheduling
Configuration
Configuration Management
Show all NaN RunDeck features ▾
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RunDeck VS Metaflow
Is RunDeck a good alternative to Metaflow?

StackStorm
StackStorm is a powerful open-source automation platform that wires together all of your apps, services and workflows. It’s extendable, flexible, and built with love for DevOps and ChatOps.
8 StackStorm alternatives
License model
- Free • Open Source
Application type
- Workflow Automation Tool
Platforms
- Linux
- Self-Hosted
StackStorm Features
REST API
Job scheduling
Scheduling
SSH
Show all NaN StackStorm features ▾
StackStorm VS Metaflow
Is StackStorm a good alternative to Metaflow?

Azkaban
Azkaban is a batch workflow job scheduler created at LinkedIn to run Hadoop jobs. Azkaban resolves the ordering through job dependencies and provides an easy to use web user interface to maintain and track your workflows.
11 Azkaban alternatives
License model
- Free • Open Source
Platforms
- Linux
Azkaban Features
Workflow
Show all NaN Azkaban features ▾
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Azkaban VS Metaflow
Is Azkaban a good alternative to Metaflow?

Shipyard - Cloud-Based DataOps Platform
Shipyard’s your go-to cloud-based DataOps platform for secure data extraction, transformation, reverse ETL, workflow orchestration, monitoring, alerting, and more.
15 Shipyard - Cloud-Based DataOps Platform alternatives
License model
- Freemium • Proprietary
Application types
- Workflow Automation Tool
- Task Automation App
Platforms
- Online
- Software as a Service (SaaS)
Shipyard - Cloud-Based DataOps Platform Features
1. Privacy focused
2. Workflow
3. Data-management
4. Workflow Management
5. Data analytics
6. Data science
Show all NaN Shipyard - Cloud-Based DataOps Platform features ▾
Shipyard - Cloud-Based DataOps Platform VS Metaflow
Is this a good alternative to Metaflow?

Apache Oozie
Apache Oozie Workflow Scheduler for Hadoop.
7 Apache Oozie alternatives
License model
- Free • Open Source
Platforms
- Linux
Apache Oozie VS Metaflow
Is Apache Oozie a good alternative to Metaflow?

Mage.ai
Mage.ai is an open-source data pipeline tool designed to simplify the process of building, running, and maintaining machine learning and data workflows. With an intuitive interface, it allows users to create powerful pipelines for ETL (Extract, Transform, Load) processes, data...
5 Mage.ai alternatives
License model
- Free • Open Source
Platforms
- Self-Hosted
Mage.ai Features
Data science
Orchestration
Pipelines
Show all NaN Mage.ai features ▾
Mage.ai VS Metaflow
Is Mage.ai a good alternative to Metaflow?

Luigi
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
13 Luigi alternatives
License model
- Free • Open Source
Platforms
- Linux
Luigi VS Metaflow
Is Luigi a good alternative to Metaflow?

Valohai
The Valohai platform makes machine learning in production easy. Data scientists and machine learning engineers can work together to build end-to-end machine learning pipelines that take in data, train a model, and deploy to production automatically.
6 Valohai alternatives
License model
- Paid • Proprietary
Platforms
- Software as a Service (SaaS)
Valohai Features
Data science
Show all NaN Valohai features ▾
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Valohai VS Metaflow
Is Valohai a good alternative to Metaflow?
- Valohai is the most popular commercial alternative to Metaflow.
- Valohai is Paid and ProprietaryMetaflow is Free and Open Source