Softwr

Machine Learning & Data Science · head to head

Comet ML vs Tableau

Comet ML logo

Comet ML

Machine Learning & Data Science

Platform for tracking, comparing, and optimizing ML experiments

From
Free
Rated
-
Tableau logo

Tableau

Spreadsheet & Data

Visual analytics platform for business intelligence

From
$70/month
Rated
-

The short version

  • Only Comet ML has a free tier, so it costs nothing to try first.
  • Each has a real cost: Comet ML the free cloud tier caps data at 25,000 spans a month with 60 day retention; Tableau listed on UK G-Cloud at £9.47 per device per month for the Salesforce Tableau Platform edition, via reseller XMA Limited
  • They diverge on capability: Comet ML covers Experiment tracking, Tableau covers Interactive Dashboards.

Where they differ

Only the attributes on which Comet ML and Tableau actually diverge.

Attributes where Comet ML and Tableau differ
AttributeComet MLTableau
Starting priceFree$70/month
Pricing modelfreemiumsubscription
Free tierYesNo
PlatformsWeb, Linux, Mac, WindowsWeb, Desktop, Mobile
CategoryMachine Learning & Data ScienceSpreadsheet & Data
Founded20171999

Identical on both: user rating (Not yet rated).

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 Comet ML

  • Experiment tracking
  • Code versioning
  • Model registry
  • Hyperparameter optimization
  • Production monitoring
  • PyTorch
  • TensorFlow
  • Keras

Only in Tableau

  • Interactive Dashboards
  • Data Blending
  • Real-time Analytics
  • Advanced Visualizations
  • Mobile Support
  • Salesforce
  • SAP
  • Oracle

Both cover

  • Web support

What people use each for

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

Comet ML

  • Tracking machine learning experiments, metrics and model versionsnot Tableau
  • Monitoring and evaluating LLM applications with tracingnot Tableau

Tableau

  • Self-service analyticsnot Comet ML
  • Data explorationnot Comet ML
  • Ad-hoc reportingnot Comet ML
  • Collaborative analysisnot Comet ML
  • Embedded analyticsnot Comet ML

Where each one falls short

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

Comet ML

  • The free cloud tier caps data at 25,000 spans a month with 60 day retention
  • Retention stays at 60 days even on the paid Pro plan, and extending it is a $29 per 100k spans add on
  • Overage on Pro is $5 per additional 100,000 spans
  • The free MLOps tier is a single user with 100 GB of storage and training hours governed by a fair usage policy
  • Pro MLOps is $19 per user per month and caps the team at 10 users

Tableau

  • Listed on UK G-Cloud at £9.47 per device per month for the Salesforce Tableau Platform edition, via reseller XMA Limited

Pricing, plan by plan

Comet ML

Free
  • FreeFree
    • 100 experiments
    • Basic features
    • Community support
  • Team$179/month
    • Unlimited experiments
    • Team collaboration
    • Priority support

Tableau

$70/month
  • Creator$70/month
    • Full authoring capabilities
    • Prep Builder
    • Data Management
  • Explorer$42/month
    • Web editing
    • Self-service analytics
  • Viewer$15/month
    • View and interact with dashboards

Which should you pick?

Choose Comet ML if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Web, Linux, Mac, Windows.
  • You also want code versioning.

Choose Tableau if

  • You need interactive dashboards.
  • You work on Web, Desktop, Mobile.
  • You also want data blending.

Questions people ask

Is Comet ML or Tableau better?
Neither clearly leads. Comet ML starts at Free and Tableau at $70/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Comet ML or Tableau?
Comet ML has a free tier; the other does not. Paid plans start at Free for Comet ML and $70/month for Tableau.
Does Comet ML or Tableau run on more platforms?
Comet ML runs on Web, Linux, Mac, Windows. Tableau runs on Web, Desktop, Mobile.
Can I use Comet ML for free?
Yes. Comet ML has a free tier, so you can try it without paying. Tableau starts at $70/month.
What is Comet ML best used for?
Comet ML is most often used for tracking machine learning experiments, metrics and model versions, monitoring and evaluating llm applications with tracing. Of those, tracking machine learning experiments, metrics and model versions and monitoring and evaluating llm applications with tracing are not what Tableau is typically brought in for.
What can Comet ML do that Tableau cannot?
Comet ML covers Experiment tracking, Code versioning, Model registry, Hyperparameter optimization. Tableau covers Interactive Dashboards, Data Blending, Real-time Analytics, Advanced Visualizations. Both handle Web support.

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