Softwr

Machine Learning & Data Science · head to head

Pachyderm vs BentoML

P

Pachyderm

Machine Learning & Data Science

Data versioning and pipelines for production ML

From
Free
Rated
-
Full reviewWebsite
BentoML logo

BentoML

Machine Learning & Data Science

Build production-ready ML applications

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Pachyderm core software is Apache-2.0 licensed and free to self-host; BentoML core BentoML framework is Apache 2.0 and free, but the managed BentoCloud enterprise tier has no published pricing: the README instructs buyers to sign up for personal access or contact sales for enterprise use, with no rate card shown.
  • They diverge on capability: Pachyderm covers Data versioning, BentoML covers Model packaging.

Where they differ

Only the attributes on which Pachyderm and BentoML actually diverge.

Attributes where Pachyderm and BentoML differ
AttributePachydermBentoML
PlatformsLinuxLinux, Mac, Windows
Founded20142019

Identical on both: starting price (Free), pricing model (freemium), free tier (Yes), user rating (Not yet rated), category (Machine Learning & Data Science).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Pachyderm

  • Data versioning
  • Data-driven pipelines
  • Automatic provenance
  • Kubernetes-native
  • Reproducibility
  • Kubernetes
  • S3
  • GCS

Only in BentoML

  • Model packaging
  • REST API generation
  • Adaptive batching
  • Multi-framework support
  • Container deployment
  • PyTorch
  • TensorFlow
  • scikit-learn

Both cover

  • Linux support

What people use each for

The jobs each tool is most often brought in to do.

Pachyderm

  • Machine learning
  • Data analysis
  • Model training
  • Predictive analytics

BentoML

  • Machine learning
  • Data analysis
  • Model training
  • Predictive analytics

Both are used for machine learning, data analysis, model training, predictive analytics, on those jobs the choice comes down to price and fit rather than capability.

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Pachyderm

  • Core software is Apache-2.0 licensed and free to self-host

BentoML

  • Core BentoML framework is Apache 2.0 and free, but the managed BentoCloud enterprise tier has no published pricing: the README instructs buyers to sign up for personal access or contact sales for enterprise use, with no rate card shown.

Pricing, plan by plan

Pachyderm

Free
  • CommunityFree
    • Core features
    • Community support
  • EnterpriseFree
    • Advanced security
    • Premium support
    • SLAs

BentoML

Free
  • Open SourceFree
    • Model packaging
    • API creation
    • Local serving
  • BentoCloudFree
    • Managed deployment
    • Auto-scaling
    • Monitoring

Which should you pick?

Choose Pachyderm if

  • You need data versioning.
  • You want to start without paying.
  • You work on Linux.
  • You also want data-driven pipelines.
Pachyderm review

Choose BentoML if

  • You need model packaging.
  • You want to start without paying.
  • You work on Linux, Mac, Windows.
  • You also want rest api generation.
BentoML review

Questions people ask

Is Pachyderm or BentoML better?
Neither clearly leads. Pachyderm starts at Free and BentoML at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Pachyderm or BentoML?
Pachyderm starts at Free and BentoML at Free.
Does Pachyderm or BentoML run on more platforms?
Pachyderm runs on Linux. BentoML runs on Linux, Mac, Windows.
Can I use Pachyderm for free?
Both have a free tier, so you can try either at no cost before committing.
What is Pachyderm best used for?
Pachyderm is most often used for machine learning, data analysis, model training, predictive analytics.
What can Pachyderm do that BentoML cannot?
Pachyderm covers Data versioning, Data-driven pipelines, Automatic provenance, Kubernetes-native. BentoML covers Model packaging, REST API generation, Adaptive batching, Multi-framework support. Both handle Linux support.
ShareXLinkedInRedditWhatsAppEmail

Related pages

More on Pachyderm

More on BentoML

Keep looking

Other head to heads