GPU & Compute

envd

Machine learning development environment for data science and AI/ML engineering teams.

Status
Generally available
Last checked
Checked · Oct 16, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

envd is a machine learning development environment designed to streamline the setup and management of ML projects, making it easier for data scientists and engineers to focus on their work without worrying about infrastructure.

envd stands out by focusing solely on the setup and management of ML development environments, ensuring consistency across different machines and team members without requiring additional infrastructure management.

When it fits — and when it doesn’t

A good fit for

  • Teams needing a streamlined setup for ML projects without infrastructure concerns

  • Developers who want to ensure consistent environments across different machines and team members

  • Collaborative teams working on complex ML projects where environment consistency is crucial

Look elsewhere if

  • Projects requiring real-time deployment or dynamic scaling of resources (envd focuses on development, not production)

  • Teams that prefer cloud-based managed services for their ML environments over self-hosted solutions

Known weaknesses

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

  1. 01

    Limited integrations with non-Python ML frameworks

    Primary support is for Python-based ML libraries, limited native integration with R or Julia environments

  2. 02

    Complex setup process for first-time users

    Documentation assumes familiarity with Docker and Kubernetes concepts, which can be overwhelming for beginners

What it does well

  • Automated environment setup for ML projects

  • Consistent development environments across different machines

  • Integration with popular ML frameworks and libraries

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 envd

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

Open the setup guide →
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