NannyML provides Python tools for post-deployment data science and monitoring model performance under data drift.
Open source
24 alternativesPachyderm
Pachyderm provides data-focused pipelines and version control for datasets and related workflows.
About Pachyderm
Pachyderm is an open-source project for building data-centric pipelines with version control for datasets and related workflows. Pipelines are data-driven and trigger automatically when data changes are detected, while immutable data lineage and versioning are tracked for any data type. Processing is parallelized across multi-stage, language-agnostic pipelines, with autoscaling built on Kubernetes for resource orchestration, and data is held in standard object stores with automatic deduplication.
Key features
- Data-driven pipelines trigger automatically when data changes are detected
- Immutable data lineage with data versioning for any data type
- Autoscaling and parallel processing built on Kubernetes
- Multi-stage, language-agnostic pipeline processing
- Uses standard object stores with automatic deduplication
- Runs on major cloud providers and on-premises installations
Best for: Data engineering and data science teams that need to automate complex, versioned data transformations across varied data types.
Good for
- Open source and released under the Apache-2.0 license
- Supports deployment on major cloud providers and on-premises installations
- Combines data versioning, lineage tracking and pipeline automation
Watch out for
- No pricing information is stated in the source
- Anonymized usage metrics are reported automatically unless disabled via the METRICS environment variable
- Autoscaling and parallel processing are built on Kubernetes
Pachyderm at a glance
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
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Pachyderm FAQ
What license is Pachyderm released under?
The repository lists an Apache-2.0 license.
Does Pachyderm collect usage data?
It automatically reports anonymized usage metrics. These can be disabled by setting the METRICS environment variable to false in the pachd container.
Where can Pachyderm be deployed?
It can be run locally or deployed on AWS, GCE or Azure, and it also runs on-premises.
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