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Metaflow VS RunDeck

Compare Metaflow VS RunDeck and see what are their differences

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Metaflow logo Metaflow

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

RunDeck logo RunDeck

RunDeck is an open source automation service with a web console, command line tools and a WebAPI.
  • Metaflow Landing page
    Landing page //
    2023-03-03
  • RunDeck Landing page
    Landing page //
    2023-02-07

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

RunDeck videos

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Intro To Rundeck

Category Popularity

0-100% (relative to Metaflow and RunDeck)

Metaflow

RunDeck

Workflow Automation
100 100%
Workflow Automation
0% 0
DevOps Tools
11 11%
DevOps Tools
89% 89
Continuous Integration And Delivery
0 0%
Continuous Integration And Delivery
100% 100
Workflows
100 100%
Workflows
0% 0

User comments

Share your experience with using Metaflow and RunDeck. 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 RunDeck

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

RunDeck Reviews

13 tools to use for DevSecOps automation
🔓 Rundeck is an open-source runbook automation tool for incident management, business continuity, and self-service operations. This tool is typically used in security and compliance, helping organizations maintain compliance controls, control access to sensitive data, and audit activity logs. Use the Rundeck node to automatically execute jobs and get their metadata.
Source: n8n.io
35+ Of The Best CI/CD Tools: Organized By Category
RunDeck is an operations automation platform. It doesn’t just manage deployments but several processes in the CI/CD pipeline. It’s great for creating standard operating procedures and synchronizing actions across all your enterprise’s various scripts, tools, and APIs. RunDeck is particularly suited for companies planning to migrate to cloud services.
Source: www.cloudzero.com

Social recommendations and mentions

Based on our record, Metaflow seems to be more popular. 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: almost 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

RunDeck mentions (0)

We have not tracked any mentions of RunDeck yet. Tracking of RunDeck recommendations started around Mar 2021.

What are some alternatives?

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

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

Puppet Enterprise - Get started with Puppet Enterprise, or upgrade or expand.

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

Terraform - Tool for building, changing, and versioning infrastructure safely and efficiently.

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.

Rancher - Open Source Platform for Running a Private Container Service

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