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Machine Learning · head to head

Domino Data Lab vs Zoho Sheet

Domino Data Lab logo

Domino Data Lab

Machine Learning

Enterprise MLOps platform

From
Free
Rated
-
Full reviewWebsite
Zoho Sheet logo

Zoho Sheet

Spreadsheets

Free standalone cloud spreadsheet from Zoho, also bundled into the low-cost Zoho Workplace suite

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; Zoho Sheet its template, add-on and third-party integration ecosystem is much smaller than Google Sheets or Excel, so specialised workflows may not have a ready-made extension.
  • They diverge on capability: Domino Data Lab covers Reproducible environments, Zoho Sheet covers Real-time collaboration.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

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

Attributes where Domino Data Lab and Zoho Sheet differ
AttributeDomino Data LabZoho Sheet
Pricing modelsubscriptionFree standalone, bundled into paid Zoho Workplace for organisations
PlatformsWebWeb, iOS, Android, Windows, macOS
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 Zoho Sheet

  • Real-time collaboration
  • Deluge scripting
  • Pivot tables and formulas
  • Excel compatibility
  • Zoho ecosystem integration
  • Offline access

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 Zoho Sheet
  • Deploying and monitoring models with governance controlsnot Zoho Sheet
  • Giving regulated enterprises a self managed MLOps platformnot Zoho Sheet

Zoho Sheet

  • An individual wanting a genuinely free spreadsheet without a Google or Microsoft account requirementnot Domino Data Lab
  • A small business already using Zoho CRM that wants spreadsheet data flowing directly from itnot Domino Data Lab
  • A price-sensitive team choosing Zoho Workplace over Google Workspace for the same headcountnot Domino Data Lab
  • A nonprofit or startup on the Zoho Workplace Forever Free plan for up to 5 usersnot 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

Zoho Sheet

  • Its template, add-on and third-party integration ecosystem is much smaller than Google Sheets or Excel, so specialised workflows may not have a ready-made extension.
  • Collaborators outside a company who are used to Google Sheets or Excel face a small adjustment to the Zoho interface and keyboard shortcuts.
  • Zoho Workplace Forever Free is capped at 5 users and 5GB, so it stops being viable the moment a team grows past that.
  • Deluge, its scripting language, is Zoho-specific, so automation logic written for Zoho Sheet does not transfer to Google Apps Script or Excel VBA if a company later switches suites.
  • Brand recognition and market share are far smaller than Google or Microsoft, so IT departments evaluating vendors may have less familiarity or fewer case studies to draw on.

Pricing, plan by plan

Domino Data Lab

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

Zoho Sheet

Free
  • Zoho Sheet (standalone)Free
    • Full core spreadsheet functionality
    • No forced account upgrade
    • Individual use
  • Zoho Workplace Forever FreeFree
    • Up to 5 users
    • 5GB storage
    • Sheet, Docs, Slides, Mail and Meeting bundled
  • Zoho Workplace Professional$6/month
    • Full Workplace suite for teams
    • Annual billing rate
    • Larger storage per user

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 Zoho Sheet if

  • You need real-time collaboration.
  • You want to start without paying.
  • You work on Web, iOS, Android, Windows, macOS.
  • You also want deluge scripting.
Zoho Sheet review

Questions people ask

Is Domino Data Lab or Zoho Sheet better?
Neither clearly leads. Domino Data Lab starts at Free and Zoho Sheet at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Domino Data Lab or Zoho Sheet?
Domino Data Lab starts at Free and Zoho Sheet at Free.
Does Domino Data Lab or Zoho Sheet run on more platforms?
Domino Data Lab runs on Web. Zoho Sheet runs on Web, iOS, Android, Windows, macOS.
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 Zoho Sheet is typically brought in for.
What can Domino Data Lab do that Zoho Sheet cannot?
Domino Data Lab covers Reproducible environments, Model registry, Model monitoring, Collaboration. Zoho Sheet covers Real-time collaboration, Deluge scripting, Pivot tables and formulas, Excel compatibility.

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
Zoho Sheet: Is Zoho Sheet free on its own, without buying the suite?

Yes, it can be used as a standalone spreadsheet with a free Zoho account with no forced upgrade.

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
Zoho Sheet: How does Zoho Workplace pricing compare with Google Workspace?

Independent pricing comparisons put Zoho Workplace at roughly 50 to 70 percent cheaper than equivalent Google Workspace or Microsoft 365 plans.

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
Zoho Sheet: Does Zoho Sheet open Excel files?

Yes, it imports, edits and exports Microsoft Excel format files.

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