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Machine Learning · head to head

Domino Data Lab vs Numbers

Domino Data Lab logo

Domino Data Lab

Machine Learning

Enterprise MLOps platform

From
Free
Rated
-
Full reviewWebsite
Numbers logo

Numbers

Spreadsheets

Apple spreadsheet, free on Apple hardware, now with an optional Apple Creator Studio subscription for AI features

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Domino Data Lab pricing is by quote only: the pricing page publishes no rate and no minimum, and the tier breakdown is behind a downloadable datasheet form; Numbers numbers is not available on Windows or Android as a full application, so any collaborator outside the Apple ecosystem is limited to the basic iCloud.com web version.
  • They diverge on capability: Domino Data Lab covers Reproducible environments, Numbers covers Canvas-style layout.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Domino Data Lab and Numbers actually diverge.

Attributes where Domino Data Lab and Numbers differ
AttributeDomino Data LabNumbers
Pricing modelsubscriptionFree with Apple hardware, optional Apple Creator Studio subscription for AI features
PlatformsWebmacOS, iOS, Web
CategoryMachine LearningSpreadsheets
Founded2013Unknown

Identical on both: starting price (Free), free tier (Yes), 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 Domino Data Lab

  • Reproducible environments
  • Model registry
  • Model monitoring
  • Collaboration
  • Governance
  • AWS
  • Azure
  • GCP

Only in Numbers

  • Canvas-style layout
  • Formulas and categories
  • iCloud collaboration
  • Excel import and export
  • Apple Pencil and touch support
  • Apple Creator Studio AI features

What people use each for

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

Domino Data Lab

  • Running reproducible data science workspaces and experiments on shared computenot Numbers
  • Deploying and monitoring models with governance controlsnot Numbers
  • Giving regulated enterprises a self managed MLOps platformnot Numbers

Numbers

  • A Mac or iPad user who wants a spreadsheet with no additional software cost beyond the devicenot Domino Data Lab
  • Someone building a visually laid-out document, an invoice or a planner, rather than a dense data tablenot Domino Data Lab
  • A small team already on Apple hardware collaborating through iCloud without adopting Google Workspace or Microsoft 365not Domino Data Lab
  • A user who wants light AI-assisted content generation and is willing to pay for Apple Creator Studio to get itnot Domino Data Lab

Where each one falls short

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

Domino Data Lab

  • Pricing is by quote only: the pricing page publishes no rate and no minimum, and the tier breakdown is behind a downloadable datasheet form
  • Licensing is split by user type, with separate data science professional, data analyst, service account and admin licences
  • FinOps, Nexus and Governance are paid add on modules rather than part of the platform
  • Support level is a separate priced choice
  • Self managed VPC or on premises deployment requires the Premium tier or higher
  • No free trial is offered on the pricing page

Numbers

  • Numbers is not available on Windows or Android as a full application, so any collaborator outside the Apple ecosystem is limited to the basic iCloud.com web version.
  • Complex Excel formulas, pivot tables and VBA macros do not convert reliably, so heavy Excel users moving files into Numbers risk losing functionality.
  • Its canvas-style layout that is a strength for visual documents becomes a weakness for large, dense datasets, where a fixed grid like Excel or Sheets is easier to navigate.
  • The newest AI features are now gated behind the separate Apple Creator Studio subscription, meaning the previously all-free app now has a paid tier for its most talked-about new capability.
  • Performance and formula depth trail both Excel and Google Sheets for serious financial modelling or statistical analysis.

Pricing, plan by plan

Domino Data Lab

Free
  • TrialFree
    • 14-day trial
    • Full features
  • EnterpriseFree
    • Full platform
    • Enterprise support
    • SLA

Numbers

Free
  • NumbersFree
    • Free with a Mac, iPad or iPhone
    • Core spreadsheet and canvas features
    • iCloud collaboration included
  • Apple Creator Studio$12.99/month
    • AI-assisted features across Numbers, Pages and Keynote
    • Premium templates
    • 129 USD annual option

Which should you pick?

Choose Domino Data Lab if

  • You need reproducible environments.
  • You want to start without paying.
  • You also want model registry.
Domino Data Lab review

Choose Numbers if

  • You need canvas-style layout.
  • You want to start without paying.
  • You work on macOS, iOS, Web.
  • You also want formulas and categories.
Numbers review

Questions people ask

Is Domino Data Lab or Numbers better?
Neither clearly leads. Domino Data Lab starts at Free and Numbers at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Domino Data Lab or Numbers?
Domino Data Lab starts at Free and Numbers at Free.
Does Domino Data Lab or Numbers run on more platforms?
Domino Data Lab runs on Web. Numbers runs on macOS, iOS, Web.
Can I use Domino Data Lab for free?
Both have a free tier, so you can try either at no cost before committing.
What is Domino Data Lab best used for?
Domino Data Lab is most often used for running reproducible data science workspaces and experiments on shared compute, deploying and monitoring models with governance controls, giving regulated enterprises a self managed mlops platform. Of those, running reproducible data science workspaces and experiments on shared compute and deploying and monitoring models with governance controls are not what Numbers is typically brought in for.
What can Domino Data Lab do that Numbers cannot?
Domino Data Lab covers Reproducible environments, Model registry, Model monitoring, Collaboration. Numbers covers Canvas-style layout, Formulas and categories, iCloud collaboration, Excel import and export.

Answered from the vendors’ own pages

Domino Data Lab: What user license types are available and what can they do?

Data Science Professionals get full development, model training, and GPU access. Data Analysts get Python/R environments and dashboard creation with limited computing. License counts vary by tier (5-10 admin licenses and 5-10 service accounts).

Source
Numbers: Do I have to pay for Numbers?

No, it is free for anyone with a Mac, iPad or iPhone; it does not require a separate purchase.

Domino Data Lab: What support response times are included?

Premium tier includes 2-business-day SLA for support. Enterprise includes 1-business-day SLA plus 24/7 support for critical issues. Both tiers include monitoring and support services.

Source
Numbers: What does Apple Creator Studio add?

AI-assisted content generation and premium templates across Numbers, Pages and Keynote, for around 12.99 USD a month.

Domino Data Lab: Are there additional modules available beyond the base subscription?

Yes, advanced add-on modules are available including FinOps (cost optimization), Nexus (hybrid/multicloud support), and Governance. These require separate purchase on top of your subscription tier.

Source
Numbers: Can I use Numbers on Windows?

Only through a limited web version at iCloud.com; there is no native Windows application.

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