Data Pipelines

Soopervisor

Export ML projects to Kubernetes, Airflow, AWS Batch, and SLURM.

Status
UnmaintainedGitHub repository has been archived.
Last checked
Aging · Sep 4, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

Soopervisor is a tool that allows developers to export their machine learning projects into various workflow management systems like Kubernetes (Argo workflows), Apache Airflow, AWS Batch, and SLURM. It streamlines the deployment process for ML projects across different environments.

Soopervisor stands out by providing a unified interface to deploy ML projects across various workflow management systems, making it easier for developers to manage their pipelines in different environments without the need for extensive configuration.

When it fits — and when it doesn’t

A good fit for

  • Teams that need to deploy ML workflows across multiple environments (Kubernetes, Airflow, AWS Batch, SLURM).

  • Projects requiring automated and scalable execution of data processing tasks.

  • Developers looking for a tool to simplify CI/CD processes in machine learning projects.

Look elsewhere if

  • Teams that require real-time streaming capabilities as Soopervisor focuses on batch processing.

  • Projects with very limited computational resources, as it requires setting up and managing multiple workflow systems.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited documentation for advanced use cases

    Community relies heavily on GitHub issues for troubleshooting complex scenarios

  2. 02

    Performance overhead when deploying large-scale ML projects

    Additional abstraction layers can introduce latency and resource consumption in production environments

What it does well

  • Supports multiple workflow management systems including Kubernetes, Airflow, AWS Batch, and SLURM.

  • Simplifies the deployment of ML projects across different environments.

  • Open-source with an active community.

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Soopervisor

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →