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Business Intelligence · head to head

Rill Data vs Zebra BI

Rill Data logo

Rill Data

Business Intelligence

Local-first BI on DuckDB and ClickHouse with dashboards defined as code

From
$20/month
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: Rill Data the seat price of 20 dollars is misleading as a budget figure: Rill’s own calculator puts a small two-seat project at around 256 dollars a month, with compute making up the great majority.; 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: Rill Data covers Local development, 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 Rill Data and Zebra BI actually diverge.

Attributes where Rill Data and Zebra BI differ
AttributeRill DataZebra BI
Starting price$20/monthFree
Pricing modelPer user per month plus metered computePer year by licensed user count
Free tierNoYes
PlatformsWeb, Linux, macOS, WindowsWeb, 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 Rill Data

  • Local development
  • Dashboards as code
  • Embedded DuckDB
  • Bring your own database
  • Alerts and scheduled reports
  • Embedded analytics

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.

Rill Data

  • An analytics team that wants dashboard changes to go through code review rather than being edited in a web UInot Zebra BI
  • Interactive exploration of event-scale data where a warehouse round trip per filter click is too slownot Zebra BI
  • Embedding fast slice-and-dice dashboards into a product where the underlying store is already ClickHouse or Druidnot Zebra BI
  • A data engineer prototyping a metrics layer locally on a laptop before committing to any cloud spendnot Zebra BI

Zebra BI

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

Where each one falls short

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

Rill Data

  • The seat price of 20 dollars is misleading as a budget figure: Rill’s own calculator puts a small two-seat project at around 256 dollars a month, with compute making up the great majority.
  • Dashboards are defined in YAML and SQL, so business users cannot create or change one without a developer and a Git workflow, which stalls self-service adoption.
  • It is built for the explore-a-metric pattern and does not produce pixel-perfect financial or operational reports, so most organisations still need a second reporting tool.
  • AI tokens and API calls are quota-limited per seat, with API overage at a cent per call, so programmatic consumers can create an unbudgeted line item.
  • As a smaller vendor competing against Looker, Tableau and Power BI, the ecosystem of consultants, templates and trained analysts is thin, which raises the cost of hiring for it.

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

Rill Data

$20/month
  • Starter$20/month
    • Per seat, up to twenty seats
    • Three projects
    • Compute at 0.15 USD per compute unit hour
  • Growth$30/month
    • Per seat, up to one hundred seats
    • Ten projects
    • Compute at 0.20 USD per compute unit hour
  • Enterprise$undefined/year
    • Annual platform licence with negotiated capacity
    • Unlimited seats and projects
    • Dedicated infrastructure

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 Rill Data if

  • You need local development.
  • You work on Web, Linux, macOS, Windows.
  • You also want dashboards as code.
Rill Data 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 Rill Data or Zebra BI better?
Neither clearly leads. Rill Data starts at $20/month and Zebra BI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Rill Data or Zebra BI?
Zebra BI has a free tier; the other does not. Paid plans start at $20/month for Rill Data and Free for Zebra BI.
Does Rill Data or Zebra BI run on more platforms?
Rill Data runs on Web, Linux, macOS, Windows. 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. Rill Data starts at $20/month.
What is Rill Data best used for?
Rill Data is most often used for an analytics team that wants dashboard changes to go through code review rather than being edited in a web ui, interactive exploration of event-scale data where a warehouse round trip per filter click is too slow, embedding fast slice-and-dice dashboards into a product where the underlying store is already clickhouse or druid, a data engineer prototyping a metrics layer locally on a laptop before committing to any cloud spend. Of those, an analytics team that wants dashboard changes to go through code review rather than being edited in a web ui and interactive exploration of event-scale data where a warehouse round trip per filter click is too slow are not what Zebra BI is typically brought in for.
What can Rill Data do that Zebra BI cannot?
Rill Data covers Local development, Dashboards as code, Embedded DuckDB, Bring your own database. Zebra BI covers IBCS-compliant visuals, Variance analysis, Small multiples, Integrated commentary.

Answered from the vendors’ own pages

Rill Data: Is Rill open source?

The Rill developer binary is open source and free to run locally; Rill Cloud is the paid product.

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.

Rill Data: How much does it actually cost?

Seats start at 20 USD per month, but hosted compute at 0.15 USD per compute unit hour typically dominates the bill. Bringing your own database removes the usage fee.

Zebra BI: Is there a free version?

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

Rill Data: Can business users build dashboards?

Not directly. Dashboards are YAML and SQL under version control.

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

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

Rill Data: Which databases can back a deployed project?

DuckDB, ClickHouse, Druid, Pinot, Snowflake and others.

Zebra BI: What is IBCS?

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

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