Software Alternatives & Reviews

Metaflow VS Azkaban

Compare Metaflow VS Azkaban and see what are their differences

Metaflow logo Metaflow

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

Azkaban logo Azkaban

Azkaban is a batch workflow job scheduler created at LinkedIn to run Hadoop jobs.
  • Metaflow Landing page
    Landing page //
    2023-03-03
  • Azkaban Landing page
    Landing page //
    2019-08-01

Metaflow videos

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

More videos:

  • Review - Screencast: Metaflow Sandbox Example

Azkaban videos

Harry Potter and the Prisoner of Azkaban - Movie Review

More videos:

  • Review - Harry Potter and the Prisoner of Azkaban - Movie Review
  • Review - Harry Potter and The Prisoner of Azkaban

Category Popularity

0-100% (relative to Metaflow and Azkaban)
Workflow Automation
58 58%
42% 42
DevOps Tools
62 62%
38% 38
Workflows
60 60%
40% 40
Web Service Automation
100 100%
0% 0

User comments

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Reviews

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

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

Azkaban Reviews

We have no reviews of Azkaban yet.
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Social recommendations and mentions

Based on our record, Metaflow should be more popular than Azkaban. It has been mentiond 12 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: about 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 / over 1 year ago
View more

Azkaban mentions (3)

What are some alternatives?

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

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

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

DepHell - :package: :fire: Python project management. Manage packages: convert between formats, lock, install, resolve, isolate, test, build graph, show outdated, audit. Manage venvs, build package, bump ver...

RunDeck - RunDeck is an open source automation service with a web console, command line tools and a WebAPI.

Activeeon - ProActive Workflows & Scheduling is a java-based cross-platform workflow scheduler and resource manager that is able to run workflow tasks in multiple languages and multiple environments: Windows, Linux, Mac, Unix, etc.

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