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Couler

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GitHub Actions

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Couler vs GitHub Actions: What are the differences?

Couler: Unified interface for constructing and managing workflows on different workflow engines. It aims to provide a unified interface for constructing and managing workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow; GitHub Actions: Automate your workflow from idea to production. It makes it easy to automate all your software workflows, now with world-class CI/CD. Build, test, and deploy your code right from GitHub. Make code reviews, branch management, and issue triaging work the way you want.

Couler can be classified as a tool in the "Workflow Manager" category, while GitHub Actions is grouped under "Continuous Integration".

Some of the features offered by Couler are:

  • Unified interface and imperative programming style for defining workflows with automatic construction of directed acyclic graph (DAG)
  • Extensible to support various workflow engines
  • Reusable steps for tasks such as distributed training of machine learning models

On the other hand, GitHub Actions provides the following key features:

  • Multiple workflow files support
  • Free and open source
  • Workflow run interface
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Pros of Couler
Pros of GitHub Actions
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    • 8
      Integration with GitHub
    • 5
      Free
    • 3
      Easy to duplicate a workflow
    • 3
      Ready actions in Marketplace
    • 2
      Configs stored in .github
    • 2
      Docker Support
    • 2
      Read actions in Marketplace
    • 1
      Active Development Roadmap
    • 1
      Fast

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    Cons of Couler
    Cons of GitHub Actions
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      • 5
        Lacking [skip ci]
      • 4
        Lacking allow failure
      • 3
        Lacking job specific badges
      • 2
        No ssh login to servers
      • 1
        No Deployment Projects
      • 1
        No manual launch

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      What is Couler?

      It aims to provide a unified interface for constructing and managing workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.

      What is GitHub Actions?

      It makes it easy to automate all your software workflows, now with world-class CI/CD. Build, test, and deploy your code right from GitHub. Make code reviews, branch management, and issue triaging work the way you want.

      Need advice about which tool to choose?Ask the StackShare community!

      Jobs that mention Couler and GitHub Actions as a desired skillset
      What companies use Couler?
      What companies use GitHub Actions?
        No companies found
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        What tools integrate with Couler?
        What tools integrate with GitHub Actions?

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        What are some alternatives to Couler and GitHub Actions?
        MySQL
        The MySQL software delivers a very fast, multi-threaded, multi-user, and robust SQL (Structured Query Language) database server. MySQL Server is intended for mission-critical, heavy-load production systems as well as for embedding into mass-deployed software.
        PostgreSQL
        PostgreSQL is an advanced object-relational database management system that supports an extended subset of the SQL standard, including transactions, foreign keys, subqueries, triggers, user-defined types and functions.
        MongoDB
        MongoDB stores data in JSON-like documents that can vary in structure, offering a dynamic, flexible schema. MongoDB was also designed for high availability and scalability, with built-in replication and auto-sharding.
        Redis
        Redis is an open source (BSD licensed), in-memory data structure store, used as a database, cache, and message broker. Redis provides data structures such as strings, hashes, lists, sets, sorted sets with range queries, bitmaps, hyperloglogs, geospatial indexes, and streams.
        Amazon S3
        Amazon Simple Storage Service provides a fully redundant data storage infrastructure for storing and retrieving any amount of data, at any time, from anywhere on the web
        See all alternatives