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Machine Learning · head to head

Databricks vs Zoho Sheet

Databricks logo

Databricks

Machine Learning

Unified analytics platform for data engineering and data science

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: Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges; 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: Databricks covers Delta Lake, 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 Databricks and Zoho Sheet actually diverge.

Attributes where Databricks and Zoho Sheet differ
AttributeDatabricksZoho Sheet
Pricing modelusage-basedFree standalone, bundled into paid Zoho Workplace for organisations
PlatformsWeb, Aws, Azure, GcpWeb, 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 Databricks

  • Delta Lake
  • Apache Spark
  • MLflow
  • Unity Catalog
  • Photon Engine
  • Collaborative Notebooks
  • Auto-scaling
  • AWS

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.

Databricks

  • Running Spark data engineering pipelines on managed clustersnot Zoho Sheet
  • Building a lakehouse over data in cloud object storagenot Zoho Sheet
  • Training and serving machine learning models alongside the datanot Zoho Sheet

Zoho Sheet

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

Where each one falls short

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

Databricks

  • Cloud compute is billed separately by the cloud provider on top of Databricks DBU charges
  • The free trial lasts 14 days
  • Discounts require a Committed Use Contract, with larger commitments needed for larger discounts
  • Azure Databricks pricing is set by Microsoft rather than by Databricks
  • Security and compliance capabilities are sold as separate platform add ons rather than included in the base rate

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

Databricks

Free
  • Community EditionFree
    • Limited cluster
    • Notebook environment
    • Community support
  • Standard$0.07/DBU
    • Jobs compute
    • SQL compute
    • Standard support

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 Databricks if

  • You need delta lake.
  • You want to start without paying.
  • You work on Web, Aws, Azure, Gcp.
  • You also want apache spark.
Databricks 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 Databricks or Zoho Sheet better?
Neither clearly leads. Databricks 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, Databricks or Zoho Sheet?
Databricks starts at Free and Zoho Sheet at Free.
Does Databricks or Zoho Sheet run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. Zoho Sheet runs on Web, iOS, Android, Windows, macOS.
Can I use Databricks for free?
Both have a free tier, so you can try either at no cost before committing.
What is Databricks best used for?
Databricks is most often used for running spark data engineering pipelines on managed clusters, building a lakehouse over data in cloud object storage, training and serving machine learning models alongside the data. Of those, running spark data engineering pipelines on managed clusters and building a lakehouse over data in cloud object storage are not what Zoho Sheet is typically brought in for.
What can Databricks do that Zoho Sheet cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. Zoho Sheet covers Real-time collaboration, Deluge scripting, Pivot tables and formulas, Excel compatibility.

Answered from the vendors’ own pages

Databricks: How is Databricks priced?

Databricks bills pay as you go with no up front cost, charging per second for the products used. Consumption is measured in Databricks Units, a normalised unit of processing power on the platform.

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.

Databricks: Does Databricks publish a per DBU price?

Not on its main pricing page. Rates vary by product and instance type, and Databricks directs buyers to individual product pricing pages and a calculator rather than listing a single figure.

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.

Databricks: Does the Databricks price include cloud costs?

No. Databricks states that if you configure it to work with your own cloud account, your cloud provider still charges you separately for the underlying resources.

Source
Zoho Sheet: Does Zoho Sheet open Excel files?

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

Databricks: Can I get a discount on Databricks?

Databricks offers Committed Use Contracts, where larger usage commitments earn greater benefits, including options to use commitments flexibly across multiple clouds.

Source
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