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Metaflow VS Mage AI

Compare Metaflow VS Mage AI and see what are their differences

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Build powerful web apps, and create your custom AI apps, no code needed! featured
Contents:
  1. » Base Details
  2. » Videos
  3. » Reviews
  4. » Alternatives

Metaflow logo Metaflow

Framework for real-life data science; build, improve, and operate end-to-end workflows.

Mage AI logo Mage AI

Open-source data pipeline tool for transforming and integrating data.
  • Metaflow Landing page
    Landing page //
    2023-03-03
  • Mage AI Landing page
    Landing page //
    2023-10-18

Metaflow videos

+ Add

useR! 2020: End-to-end machine learning with Metaflow (S. Goyal, B. Galvin, J. Ge), tutorial

More videos:

  • Review - Screencast: Metaflow Sandbox Example

Mage AI videos

No Mage AI videos yet. You could help us improve this page by suggesting one.

+ Add video

Category Popularity

0-100% (relative to Metaflow and Mage AI)

Metaflow

Mage AI

DevOps Tools
100 100%
DevOps Tools
0% 0
Utilities
0 0%
Utilities
100% 100
Workflow Automation
77 77%
Workflow Automation
23% 23
Workflows
100 100%
Workflows
0% 0

User comments

Share your experience with using Metaflow and Mage AI. For example, how are they different and which one is better?
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Reviews

These are some of the external sources and on-site user reviews we've used to compare Metaflow and Mage AI

Metaflow Reviews

Comparison of Python pipeline packages: Airflow, Luigi, Gokart, Metaflow, Kedro, PipelineX
Metaflow enables you to define your pipeline as a child class of FlowSpec that includes class methods with step decorators in Python code.
Source: medium.com

Mage AI Reviews

5 Airflow Alternatives for Data Orchestration
Mage AI provides a simple developer experience, supports multiple programming languages, and enables collaborative development. Its built-in monitoring, alerting, and observability features make it well-suited for large-scale, complex data pipelines. Mage AI also supports dbt for building, running, and managing dbt models.
Source: www.kdnuggets.com

Social recommendations and mentions

Based on our record, Mage AI should be more popular than Metaflow. It has been mentiond 26 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Metaflow mentions (12)

  • What are some open-source ML pipeline managers that are easy to use?
    I would recommend the following: - https://www.mage.ai/ - https://dagster.io/ - https://www.prefect.io/ - https://metaflow.org/ - https://zenml.io/home. Source: about 1 year ago
  • Needs advice for choosing tools for my team. We use AWS.
    1) I've been looking into [Metaflow](https://metaflow.org/), which connects nicely to AWS, does a lot of heavy lifting for you, including scheduling. Source: about 1 year ago
  • Selfhosted chatGPT with local contente
    Even for people who don't have an ML background there's now a lot of very fully-featured model deployment environments that allow self-hosting (kubeflow has a good self-hosting option, as do mlflow and metaflow), handle most of the complicated stuff involved in just deploying an individual model, and work pretty well off the shelf. Source: over 1 year ago
  • [OC] Gender diversity in Tech companies
    They had to figure out video compression that worked at the volume that they wanted to deliver. They had to build and maintain their own CDN to be able to have a always available and consistent viewing experience. Don’t even get me started on the resiliency tools like hystrix that they were kind enough to open source. I mean, they have their own fucking data science framework and they’re looking into using neural... Source: over 1 year ago
  • Going to Production with Github Actions, Metaflow and AWS SageMaker
    Github Actions, Metaflow and AWS SageMaker are awesome technologies by themselves however they are seldom used together in the same sentence, even less so in the same Machine Learning project. - Source: dev.to / almost 2 years ago
View more

Mage AI mentions (26)

  • Looking for an open-source project
    Want to work on Mage, a modern replacement for Airflow? Source: over 1 year ago
  • Is there an alternative for Airflow for running thousands of dynamic tasks?
    You could also check mage. https://github.com/mage-ai/mage-ai It is developed by former engineers of AirBnb too. Source: over 1 year ago
  • ETL tool
    Disclaimer: I worked at Airbnb for 5+ years working on data tools like Airflow and I helped start Mage almost 2 years ago. Source: over 1 year ago
  • Can we take a moment to appreciate how much of dataengineering is open source?
    Here is an easy to use data pipeline tool (free) with a user friendly UI: https://github.com/mage-ai/mage-ai. Source: over 1 year ago
  • Show HN: Mage, Fivetran alternative for ELT and data integrations
    You can also check out the repo here: https://github.com/mage-ai/mage-ai. - Source: Hacker News / over 1 year ago
View more

What are some alternatives?

When comparing Metaflow and Mage AI, you can also consider the following products

Apache Airflow - Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.

Versatile Data Kit - An open-source framework that enables anybody to create their own data pipelines, with: - Data SDK for the automation of data extraction, transformation, and loading.

Luigi - Luigi is a Python module that helps you build complex pipelines of batch jobs.

Azkaban - Azkaban is a batch workflow job scheduler created at LinkedIn to run Hadoop jobs.

Caravel - Visual, intuitive, and interactive data exploration platform

Jenkins - Jenkins is an open-source continuous integration server with 300+ plugins to support all kinds of software development

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