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Business Intelligence · head to head

Fabi vs GoodData

Fabi logo

Fabi

Business Intelligence

AI notebooks combining SQL, Python and no-code for small data teams

From
Free
Rated
-
Full reviewWebsite
GoodData logo

GoodData

Business Intelligence

Analytics platform for data products

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only Fabi has a free tier, so it costs nothing to try first.
  • Each has a real cost: Fabi fabi is an early-stage company with a small team, so the durability risk is real and there is no obvious migration path for Smartbooks if it stops trading.; GoodData pricing scales per workspace as customer base grows, increasing costs with scale
  • They diverge on capability: Fabi covers Smartbooks, GoodData covers Headless BI.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Fabi and GoodData actually diverge.

Attributes where Fabi and GoodData differ
AttributeFabiGoodData
Starting priceFreeOn request
Pricing modelPer user per monthUnknown
Free tierYesNo
PlatformsWebWeb, Cloud AWS, Cloud Azure
FoundedUnknown2007

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 Fabi

  • Smartbooks
  • Smart Reports
  • AI analysis
  • Scheduled runs
  • Database connectors
  • Viewer seats

Only in GoodData

  • Headless BI
  • Semantic Layer
  • Embedded Analytics
  • Multi-tenancy
  • White-labeling
  • Snowflake
  • BigQuery
  • Redshift

What people use each for

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

Fabi

  • A single analyst at a startup fielding ad hoc questions faster than dashboards can be built for themnot GoodData
  • An operations team that needs Python for a one-off analysis but has to hand the result to non-technical colleaguesnot GoodData
  • Replacing a set of scheduled Jupyter notebooks that nobody outside the data team can read or rerunnot GoodData
  • Exploratory work against a warehouse where building a semantic model first would cost more than the answer is worthnot GoodData

GoodData

  • Self-service analyticsnot Fabi
  • Data explorationnot Fabi
  • Ad-hoc reportingnot Fabi
  • Collaborative analysisnot Fabi
  • Embedded analyticsnot Fabi

Where each one falls short

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

Fabi

  • Fabi is an early-stage company with a small team, so the durability risk is real and there is no obvious migration path for Smartbooks if it stops trading.
  • There is no meaningful governance layer: no data catalogue, no certified metric definitions and limited lineage, so it does not scale to an organisation that needs a single agreed number.
  • The free and Builder tiers cap AI requests, and the daily cap on Starter is reached quickly during genuine exploratory work.
  • Connector counts are limited by tier, so the Builder plan at 39 dollars connects to exactly one data source, which is rarely enough in practice.
  • It overlaps heavily with what Snowflake, Databricks and Hex now ship natively, so a company already paying for one of those is buying a fourth notebook interface.

GoodData

  • Pricing scales per workspace as customer base grows, increasing costs with scale
  • Advanced security features like audit logging and HIPAA compliance only on Enterprise plan

Pricing, plan by plan

Fabi

Free
  • StarterFree
    • One builder seat
    • Ten dashboard viewers
    • Five Smartbooks
  • Builder$39/month
    • Twenty-five Smart Report viewers
    • Ten Smartbooks with workflows
    • One data connector
  • Team$199/month
    • Four builder seats, extra seats at 39 USD
    • Fifty viewers
    • Premium connector
  • Enterprise$undefined/year
    • Unlimited builder seats
    • Full connector access
    • Custom security review

GoodData

On request
  • Professional$undefined/mo
    • Core BI and analytics
    • Full embedding with whitelabeling
    • Multi-tenancy support
  • Enterprise$undefined/mo
    • All Professional features
    • Custom agents and Agent Builder
    • 99.5% guaranteed uptime SLA

Which should you pick?

Choose Fabi if

  • You need smartbooks.
  • You want to start without paying.
  • You also want smart reports.
Fabi review

Choose GoodData if

  • You need headless bi.
  • You work on Web, Cloud AWS, Cloud Azure.
  • You also want semantic layer.
GoodData review

Questions people ask

Is Fabi or GoodData better?
Neither clearly leads. Fabi starts at Free and GoodData at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Fabi or GoodData?
Fabi has a free tier; the other does not. Paid plans start at Free for Fabi and On request for GoodData.
Does Fabi or GoodData run on more platforms?
Fabi runs on Web. GoodData runs on Web, Cloud AWS, Cloud Azure.
Can I use Fabi for free?
Yes. Fabi has a free tier, so you can try it without paying. GoodData starts at On request.
What is Fabi best used for?
Fabi is most often used for a single analyst at a startup fielding ad hoc questions faster than dashboards can be built for them, an operations team that needs python for a one-off analysis but has to hand the result to non-technical colleagues, replacing a set of scheduled jupyter notebooks that nobody outside the data team can read or rerun, exploratory work against a warehouse where building a semantic model first would cost more than the answer is worth. Of those, a single analyst at a startup fielding ad hoc questions faster than dashboards can be built for them and an operations team that needs python for a one-off analysis but has to hand the result to non-technical colleagues are not what GoodData is typically brought in for.
What can Fabi do that GoodData cannot?
Fabi covers Smartbooks, Smart Reports, AI analysis, Scheduled runs. GoodData covers Headless BI, Semantic Layer, Embedded Analytics, Multi-tenancy.

Answered from the vendors’ own pages

Fabi: Is there a free plan?

Yes, a Starter tier with one builder, ten viewers, five Smartbooks and ten AI requests a day.

GoodData: Does GoodData offer a free tier?

No, GoodData does not offer a free tier. The platform has Professional and Enterprise pricing tiers that require sales contact for quotes.

Source
Fabi: Do viewers cost money?

Viewers are bundled by tier rather than charged individually; builders are the priced seat.

GoodData: What data warehouses can GoodData connect to?

GoodData supports direct connections to Snowflake, BigQuery, Redshift, Azure Databricks, and PostgreSQL through a direct-query-only integration model.

Source
Fabi: Can I run arbitrary Python?

Yes, Smartbooks include Python cells alongside SQL and no-code steps.

GoodData: Can you self-host GoodData?

Self-hosted deployment is only available on the Enterprise plan. Professional plan customers are limited to the managed SaaS offering.

Source
Fabi: How many data connectors does the entry paid plan include?

One. Additional and premium connectors come with the Team tier.

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