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Pachyderm

MLOps & Monitoring

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About Pachyderm

A data-centric platform that provides Git-like versioning for data, immutable lineage, and data-driven pipelines built on Kubernetes for reproducible data processing and ML.

Key Features

  • Data versioning & immutable lineage — git-style commits and lineage for any data type.
  • Data-driven pipelines — automatic triggers based on data changes and diff-based automation.
  • Autoscaling & parallel processing — Kubernetes-native autoscaling and parallelism.
  • Deduplication & object store integration — automatic deduplication using standard object stores.

Use Cases & Best For

Teams that require versioned, reproducible data pipelines with full data lineage.
Workflows that need scalable, container-native data processing on Kubernetes.

About MLOps & Monitoring

Model operations and lifecycle management