Softwr

Business Intelligence · head to head

Snowplow vs Zebra BI

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
Zebra BI logo

Zebra BI

Business Intelligence

IBCS-based charting add-ins that replace native visuals in Power BI, Excel and PowerPoint

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Zebra BI 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.; Zebra BI every viewer needs a licence, not only report authors, so distributing a report to fifty managers means buying the fifty-user bracket regardless of how few people build reports.
  • They diverge on capability: Snowplow covers Own-cloud deployment, Zebra BI covers IBCS-compliant visuals.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Snowplow and Zebra BI actually diverge.

Attributes where Snowplow and Zebra BI differ
AttributeSnowplowZebra BI
Starting priceOn requestFree
Pricing modelquotePer year by licensed user count
Free tierNoYes
PlatformsLinux, Web, DockerWeb, Windows, macOS

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 Zebra BI

  • IBCS-compliant visuals
  • Variance analysis
  • Small multiples
  • Integrated commentary
  • Excel and PowerPoint add-in
  • Free personal edition

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 Zebra BI
  • A regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud accountnot Zebra BI
  • A product organisation tired of silently malformed events, which wants a schema contract enforced at collection timenot Zebra BI
  • A company modelling customer behaviour across web, mobile and server events that needs them in one consistent structurenot Zebra BI

Zebra BI

  • A controlling function standardising every management report on IBCS notation so variance is read the same way across divisionsnot Snowplow
  • Monthly board packs where actual against budget against forecast must appear in one chart without three separate visualsnot Snowplow
  • An Excel-first finance team that wants IBCS charts without migrating to Power BInot Snowplow
  • A PowerPoint deck that needs charts to refresh from the underlying model rather than being pasted imagesnot 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.

Zebra BI

  • Every viewer needs a licence, not only report authors, so distributing a report to fifty managers means buying the fifty-user bracket regardless of how few people build reports.
  • Power BI and Office are licensed separately, so a finance team using both Excel and Power BI pays two subscriptions for the same chart grammar.
  • The visuals deliberately restrict chart types to enforce IBCS, which makes Zebra BI unsuitable for exploratory analysis or any team that wants unconventional visualisations.
  • List prices rise after the first year on the discounted tiers, so the second-year renewal is materially higher than the figure that got the purchase approved.
  • As a third-party custom visual it depends on Microsoft not changing the Power BI visuals API, and organisations with locked-down tenants often need IT approval before a custom visual can be used at all.

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

Zebra BI

Free
  • PersonalFree
    • Single user
    • Zebra BI branding on visuals
    • Limited sharing and collaboration
  • Power BI Starter$50/month
    • Ten users
    • No watermark
    • Standard support
  • Power BI Business$316/month
    • Fifty users
    • Business feature set
    • Priority support
  • Office Starter$68/month
    • Ten users
    • Excel and PowerPoint add-ins
    • Billed annually

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 Zebra BI if

  • You need ibcs-compliant visuals.
  • You want to start without paying.
  • You work on Web, Windows, macOS.
  • You also want variance analysis.
Zebra BI review

Questions people ask

Is Snowplow or Zebra BI better?
Neither clearly leads. Snowplow starts at On request and Zebra BI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Snowplow or Zebra BI?
Zebra BI has a free tier; the other does not. Paid plans start at On request for Snowplow and Free for Zebra BI.
Does Snowplow or Zebra BI run on more platforms?
Snowplow runs on Linux, Web, Docker. Zebra BI runs on Web, Windows, macOS.
Can I use Zebra BI for free?
Yes. Zebra BI 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 Zebra BI is typically brought in for.
What can Snowplow do that Zebra BI cannot?
Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment. Zebra BI covers IBCS-compliant visuals, Variance analysis, Small multiples, Integrated commentary.

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.

Zebra BI: Do report viewers need a licence?

Yes. All users, designers and viewers, need one. Only anonymous viewers of publicly published reports are exempt.

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.

Zebra BI: Is there a free version?

Yes, a single-user personal edition with Zebra BI branding and limited sharing.

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.

Zebra BI: Are Excel and Power BI covered by one licence?

No. The Office add-in and the Power BI visuals are separate subscriptions.

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.

Zebra BI: What is IBCS?

International Business Communication Standards, a notation standard for business charts that Zebra BI implements by default.

Share

Related pages

More on Snowplow

More on Zebra BI

Keep looking

Other head to heads