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Machine Learning · head to head

Snowflake vs Zoho Analytics

Snowflake logo

Snowflake

Machine Learning

The AI Data Cloud for enterprise data warehousing

From
Free
Rated
-
Zoho Analytics logo

Zoho Analytics

Business Intelligence

Self-service BI and analytics platform

From
Free
Rated
-

The short version

  • Each has a real cost: Snowflake no flat subscription price is published - cost varies by edition, cloud provider, and region and requires a separate calculator or credit-consumption table; Zoho Analytics the free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • They diverge on capability: Snowflake covers Separated Compute/Storage, Zoho Analytics covers AI Assistant.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Snowflake and Zoho Analytics actually diverge.

Attributes where Snowflake and Zoho Analytics differ
AttributeSnowflakeZoho Analytics
Pricing modelUnknownsubscription
PlatformsWeb, APIWeb, Mobile, Embedded
CategoryMachine LearningBusiness Intelligence
Founded20121996

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 Snowflake

  • Separated Compute/Storage
  • Near-zero Maintenance
  • Data Sharing
  • Time Travel
  • Cloning
  • Multi-cluster Warehouse
  • Semi-structured Data
  • dbt

Only in Zoho Analytics

  • AI Assistant
  • Drag-and-drop Reports
  • Auto-blending
  • Embedded Analytics
  • White-labeling
  • Zoho CRM
  • Salesforce
  • Google Analytics

Both cover

  • Web support

What people use each for

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

Snowflake

  • Cloud data warehousing and SQL analyticsnot Zoho Analytics
  • Data engineering and ELT pipelinesnot Zoho Analytics
  • Data sharing and marketplacenot Zoho Analytics
  • AI/ML workloads via Snowpark and Cortexnot Zoho Analytics
  • BI backend for tools such as Tableau and Power BInot Zoho Analytics

Zoho Analytics

  • Self-service dashboards and reports over business datanot Snowflake
  • Blending data from Zoho apps, databases and cloud services into one workspacenot Snowflake
  • Embedding white-labelled analytics inside another productnot Snowflake

Where each one falls short

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

Snowflake

  • No flat subscription price is published - cost varies by edition, cloud provider, and region and requires a separate calculator or credit-consumption table
  • Free trial is capped at $400 in credits or 30 days, whichever comes first, not a perpetual free tier
  • During the trial, certain features (external network access, hybrid tables, Openflow) are capped at 10 credits/day until a payment method is added
  • Total cost combines compute credits, storage, and data transfer billed separately

Zoho Analytics

  • The free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • Plans are sold with a minimum user count: Basic starts at 2 users, Standard at 5, Premium at 15 and Enterprise at 50
  • Row capacity is part of the plan, starting at 0.5 million rows on Basic, and additional rows are sold as add-ons
  • Viewer licences are sold in blocks of 25 minimum rather than one at a time
  • Data alerts are capped per plan at 10, 30 and 100 active alerts across the whole account
  • REST API usage is metered in API units per day, from 4,000 per day on the lowest paid tier, with extra units sold separately
  • Logo rebranding and hiding the Powered By Zoho Analytics message on embedded reports are not available on the lower plans
  • Activity logs and cluster analysis are excluded from the lower plans
  • The white label embedded analytics offering has no published price and requires contacting Zoho
  • Local taxes such as VAT and GST are charged on top of the listed prices

Pricing, plan by plan

Snowflake

Free
  • Standard$undefined/mo
    • Consumption-based, per-credit pricing
  • Enterprise$undefined/mo
    • Consumption-based, per-credit pricing
  • Business Critical$undefined/mo
    • Consumption-based, per-credit pricing
  • Virtual Private Snowflake$undefined/mo
    • Consumption-based, per-credit pricing

Zoho Analytics

Free
  • FreeFree
    • 2 Users
    • Basic Features
    • 10K Rows
  • Basic$24/month
    • 2 Users
    • 500K Rows
    • Email Support

Which should you pick?

Choose Snowflake if

  • You need separated compute/storage.
  • You want to start without paying.
  • You work on Web, API.
  • You also want near-zero maintenance.

Choose Zoho Analytics if

  • You need ai assistant.
  • You want to start without paying.
  • You work on Web, Mobile, Embedded.
  • You also want drag-and-drop reports.

Questions people ask

Is Snowflake or Zoho Analytics better?
Neither clearly leads. Snowflake starts at Free and Zoho Analytics at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Snowflake or Zoho Analytics?
Snowflake starts at Free and Zoho Analytics at Free.
Does Snowflake or Zoho Analytics run on more platforms?
Snowflake runs on Web, API. Zoho Analytics runs on Web, Mobile, Embedded.
Can I use Snowflake for free?
Both have a free tier, so you can try either at no cost before committing.
What is Snowflake best used for?
Snowflake is most often used for cloud data warehousing and sql analytics, data engineering and elt pipelines, data sharing and marketplace, ai/ml workloads via snowpark and cortex. Of those, cloud data warehousing and sql analytics and data engineering and elt pipelines are not what Zoho Analytics is typically brought in for.
What can Snowflake do that Zoho Analytics cannot?
Snowflake covers Separated Compute/Storage, Near-zero Maintenance, Data Sharing, Time Travel. Zoho Analytics covers AI Assistant, Drag-and-drop Reports, Auto-blending, Embedded Analytics. Both handle Web support.

Answered from the vendors’ own pages

Snowflake: How is Snowflake priced?

Snowflake uses a consumption based model. Compute is billed in credits and storage is charged monthly on the average amount stored after compression. Capacity can be bought on demand or pre-paid.

Source
Zoho Analytics: Is there a free plan available?

Yes, Zoho Analytics offers a permanent free plan with 2 users, 10,000 rows, and 5 workspaces. A 15-day free trial is also available for paid plans, no credit card required.

Source
Snowflake: What Snowflake editions are there?

Snowflake sells four editions: Standard as the entry level offering, Enterprise for high growth and large scale customers, Business Critical for regulated industries handling sensitive data, and Virtual Private Snowflake for a completely isolated environment.

Source
Zoho Analytics: Can I cancel my subscription at any time?

Yes, you can upgrade, downgrade, or cancel your subscription at any time. It operates as a month-to-month, pay-as-you-go service with full flexibility.

Source
Snowflake: Does Snowflake publish a per credit price?

Not on its pricing options page. Snowflake directs buyers to its Credit Consumption Table and a pricing calculator for the rates, which vary by edition, region and cloud provider.

Source
Zoho Analytics: What is the difference between monthly and yearly billing?

Yearly billing provides a 20% discount compared to monthly rates. Both options are available for all subscription tiers.

Source
Zoho Analytics: How much do additional users and data rows cost beyond what is included in my plan?

Additional users, data rows, and viewers are available as paid add-ons. The page does not specify the exact per-unit cost for these add-ons.

Source
Zoho Analytics: How often can I refresh my data in each tier?

Basic allows 1 refresh per day, Standard and Premium allow 8 per day, and Enterprise allows 24 per day. Dedicated Compute offers custom refresh rates.

Source
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