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Business Intelligence · head to head

Snowplow vs Zoho Analytics

Snowplow logo

Snowplow

Business Intelligence

Behavioural data pipeline you run in your own cloud, relicensed away from Apache 2.0 in 2024

From
On request
Rated
-
Full reviewWebsite
Zoho Analytics logo

Zoho Analytics

Business Intelligence

Self-service BI and analytics platform

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Zoho Analytics has a free tier, so it costs nothing to try first.
  • Each has a real cost: Snowplow the core pipeline was relicensed from Apache 2.0 on 8 January 2024 to the Snowplow Limited Use Licence Agreement and a Confluent-derived community licence, so organisations that adopted it as permissively licensed software must now review their entitlement, buy a licence, or migrate.; Zoho Analytics the free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • They diverge on capability: Snowplow covers Own-cloud deployment, Zoho Analytics covers AI Assistant.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

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

Attributes where Snowplow and Zoho Analytics differ
AttributeSnowplowZoho Analytics
Starting priceOn requestFree
Pricing modelquotesubscription
Free tierNoYes
PlatformsLinux, Web, DockerWeb, Mobile, Embedded
FoundedUnknown1996

Identical on both: user rating (Not yet rated), category (Business Intelligence).

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 Snowplow

  • Own-cloud deployment
  • Schema enforcement
  • Warehouse loading
  • Enrichment
  • Trackers
  • Streaming output
  • Data models
  • Snowplow BDP

Only in Zoho Analytics

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

What people use each for

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

Snowplow

  • A data team that needs full-fidelity event data in its own warehouse to build attribution or machine learning features rather than to populate dashboardsnot Zoho Analytics
  • A regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud accountnot Zoho Analytics
  • A product organisation tired of silently malformed events, which wants a schema contract enforced at collection timenot Zoho Analytics
  • A company modelling customer behaviour across web, mobile and server events that needs them in one consistent structurenot Zoho Analytics

Zoho Analytics

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

Where each one falls short

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

Snowplow

  • The core pipeline was relicensed from Apache 2.0 on 8 January 2024 to the Snowplow Limited Use Licence Agreement and a Confluent-derived community licence, so organisations that adopted it as permissively licensed software must now review their entitlement, buy a licence, or migrate.
  • You run the pipeline in your own cloud, which means the infrastructure bill, the on-call rota and the upgrade work are yours, and at high event volume that operational cost frequently exceeds what a hosted product would have charged.
  • Schema enforcement is the main benefit and the main friction, because every new event requires a schema to be authored and versioned, and teams without discipline around that end up blocked on their own governance process.
  • There is no analysis layer: Snowplow delivers data to your warehouse and nothing else, so you still need modelling, a BI tool and the people to run them before anyone sees a number.
  • The licence change fractured the community, spawning an Apache 2.0 fork, which means community contributions and third-party tooling are now split across two codebases with uncertain long-term maintenance.

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

Snowplow

On request
  • Snowplow BDP$undefined/year
    • Commercial pricing quoted by event volume and deployment
    • Core pipeline components under the Snowplow Limited Use Licence Agreement, not Apache 2.0
    • Trackers, analytics SDKs and Iglu SDKs remain Apache 2.0

Zoho Analytics

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

Which should you pick?

Choose Snowplow if

  • You need own-cloud deployment.
  • You work on Linux, Web, Docker.
  • You also want schema enforcement.
Snowplow review

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.
Zoho Analytics review

Questions people ask

Is Snowplow or Zoho Analytics better?
Neither clearly leads. Snowplow starts at On request and Zoho Analytics at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Snowplow or Zoho Analytics?
Zoho Analytics has a free tier; the other does not. Paid plans start at On request for Snowplow and Free for Zoho Analytics.
Does Snowplow or Zoho Analytics run on more platforms?
Snowplow runs on Linux, Web, Docker. Zoho Analytics runs on Web, Mobile, Embedded.
Can I use Zoho Analytics for free?
Yes. Zoho Analytics has a free tier, so you can try it without paying. Snowplow starts at On request.
What is Snowplow best used for?
Snowplow is most often used for a data team that needs full-fidelity event data in its own warehouse to build attribution or machine learning features rather than to populate dashboards, a regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud account, a product organisation tired of silently malformed events, which wants a schema contract enforced at collection time, a company modelling customer behaviour across web, mobile and server events that needs them in one consistent structure. Of those, a data team that needs full-fidelity event data in its own warehouse to build attribution or machine learning features rather than to populate dashboards and a regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud account are not what Zoho Analytics is typically brought in for.
What can Snowplow do that Zoho Analytics cannot?
Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment. Zoho Analytics covers AI Assistant, Drag-and-drop Reports, Auto-blending, Embedded Analytics.

Answered from the vendors’ own pages

Snowplow: Is Snowplow still open source?

Not in the permissive sense. On 8 January 2024 the core pipeline moved from Apache 2.0 to the Snowplow Limited Use Licence Agreement, with version 1.1 following in December 2024, alongside a community licence based on the Confluent Community Licence. Trackers and analytics SDKs remain Apache 2.0.

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
Snowplow: Can we still run it for free in production?

Free use of the relicensed core components is materially constrained and commercial use generally requires an agreement. Read the current licence text against your intended use rather than relying on older documentation.

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
Snowplow: Is there an Apache 2.0 alternative?

Yes, a fork called OpenSnowcat was created in response to the relicensing and continues under Apache 2.0.

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
Snowplow: What does Snowplow BDP cost?

Not published. It is quoted by event volume and deployment, and your own cloud infrastructure costs are separate and additional.

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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