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 Kestra, which is both free and Open Source. Other great apps like Metaflow are Aqueduct MLOps framework, Apache Airflow, Zenaton and RunDeck.

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Metaflow is a human-friendly Python library that helps scientists and engineers build and manage real-life data science...

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Metaflow alternatives page was last updated Sep 16, 2024
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  1. Kestra icon

    Kestra

     4 likes
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    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
    Dashboard overview

    Kestra Features

    1.  Orchestration
    2.  Workflow

    Kestra VS Metaflow

     

    • Kestra is the most popular Web-based, Windows, Mac & Linux alternative to Metaflow.

    • Kestra is the most popular Open Source & free alternative to Metaflow.

    • Kestra is Free and Open SourceMetaflow is also Free and Open Source
  2. Aqueduct MLOps framework icon

    Aqueduct MLOps framework

     2 likes
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    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.

    License model

    • Free • Open Source

    Country of Origin

    • US flagUnited States

    Platforms

    • Mac
    • Amazon Web Services
    • Python
    • Google Cloud Platform
    Aqueduct MLOps framework screenshot 1

    Aqueduct MLOps framework Features

    1.  Orchestration
    2.  Data science

    Aqueduct MLOps framework VS Metaflow

     
  4. Apache Airflow icon

    Apache Airflow

     3 likes
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    Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.

    28 Apache Airflow alternatives

    License model

    • Free • Open Source

    Country of Origin

    • US flagUnited States

    Platforms

    • Linux
    Apache Airflow screenshot 1

    Apache Airflow Features

    1.  Task Scheduling
    2.  Workflow

    Apache Airflow VS Metaflow

     
  5. Zenaton icon

    Zenaton

     6 likes
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    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...

    License model

    • Freemium • Proprietary

    Application types

    Country of Origin

    • US flagUnited States

    Platforms

    • Clever Cloud
    • Software as a Service (SaaS)
    • Heroku
    Zenaton screenshot 1

    Zenaton Features

    1.  Workflow
    2.  Container Orchestration
    3.  Real-time monitoring
    4.  Workflow Triggers
    5.  Task Scheduling
    6.  API Integration
    7.  Scheduling

    Zenaton VS Metaflow

     

    • Zenaton is the most popular SaaS alternative to Metaflow.

    • Zenaton is Freemium and ProprietaryMetaflow is Free and Open Source
  6. RunDeck icon

    RunDeck

     15 likes
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    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.

    30 RunDeck alternatives

    License model

    • Free • Open Source

    Application types

    Country of Origin

    • US flagUnited States

    Platforms

    • Linux
    RunDeck screenshot 1

    RunDeck Features

    1.  Task Scheduling
    2.  Job scheduling
    3.  Configuration
    4.  Configuration Management

    RunDeck VS Metaflow

     
  7. StackStorm icon

    StackStorm

     2 likes
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    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

    Platforms

    • Linux
    • Self-Hosted

    StackStorm Features

    1.  REST API
    2.  Job scheduling
    3.  Scheduling
    4.  SSH

    StackStorm VS Metaflow

     
  9. Azkaban icon

    Azkaban

     1 like
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    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

    Country of Origin

    • US flagUnited States

    Platforms

    • Linux
    Azkaban screenshot 1

    Azkaban Features

    1.  Workflow

    Azkaban VS Metaflow

     
  10. Shipyard - Cloud-Based DataOps Platform icon

    Shipyard - Cloud-Based DataOps Platform

     1 like
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    Shipyard’s your go-to cloud-based DataOps platform for secure data extraction, transformation, reverse ETL, workflow orchestration, monitoring, alerting, and more.

    License model

    • Freemium • Proprietary

    Application types

    Country of Origin

    • US flagUnited States

    Platforms

    • Online
    • Software as a Service (SaaS)
    Empower Your Data Team to Outpace Business Requests.

    Properties

    1.  Privacy focused

    Features

    1.  Workflow
    2.  Data-management
    3.  Workflow Management
    4.  Data analytics
    5.  Data science

    Shipyard - Cloud-Based DataOps Platform VS Metaflow

     
  11. Apache Oozie icon

    Apache Oozie

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    Apache Oozie Workflow Scheduler for Hadoop.

    License model

    • Free • Open Source

    Platforms

    • Linux

    Apache Oozie VS Metaflow

     
  12. Mage.ai icon

    Mage.ai

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    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

    Country of Origin

    • US flagUnited States

    Platforms

    • Self-Hosted
    Mage.ai screenshot 1

    Mage.ai Features

    1.  Data science
    2.  Orchestration
    3.  Pipelines

    Mage.ai VS Metaflow

     
  13. Luigi icon

    Luigi

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    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.

    License model

    • Free • Open Source

    Country of Origin

    • SE flagSweden
    • European Union flagEU

    Platforms

    • Linux
    Luigi screenshot 1

    Luigi VS Metaflow

     
  14. Valohai icon

    Valohai

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    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.

    License model

    Platforms

    • Software as a Service (SaaS)
    Valohai screenshot 1

    Valohai Features

    1.  Data science

    Valohai VS Metaflow

     

    • Valohai is the most popular commercial alternative to Metaflow.

    • Valohai is Paid and ProprietaryMetaflow is Free and Open Source
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