Velda
Run jobs and workflows as if on your local machine.
- Status
- Generally available
- Last checked
- Aging · Sep 5, 2026
- License
- Open source
- Pricing
- Paid · from $0.30/mo
What it is
Velda allows developers to run complex jobs and workflows in a distributed environment with the simplicity of running them locally, enhancing observability and CI/CD processes for ML projects.
Velda stands out by offering a simplified approach to running complex workflows across distributed environments with enhanced observability features tailored specifically for ML projects.
When it fits — and when it doesn’t
A good fit for
Teams that need to run complex ML workflows across multiple environments
Projects requiring enhanced observability for distributed job execution
Organizations looking to integrate CI/CD pipelines with machine learning processes
Look elsewhere if
Small projects or teams without a need for distributed workflow management
Scenarios where real-time monitoring and feedback are critical, as Velda focuses more on batch processing
Known weaknesses
Each one links to the public issue, changelog or docs page it came from, where we have one.
- 01
Vendor lock-in due to proprietary nature
Custom data formats and APIs make it difficult to migrate to alternative solutions without significant refactoring
What it does well
Simplified workflow execution across distributed environments
Enhanced observability for ML workflows
Seamless integration with CI/CD pipelines
Pricing
- Free tier
- No
- Paid from
- $0.30/mo
- Model
- Usage-based
- Enterprise plan
- No
Pricing not independently confirmed — check the vendor’s page. Vendor pricing ↗
Performance benchmarks
How Fast Is It?
Set up Velda
Setup steps, common gotchas and what to check after 30 days.