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Databases · head to head

Apache Pinot vs GoodData

Apache Pinot logo

Apache Pinot

Databases

Real-time distributed OLAP datastore for analytics

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 Apache Pinot has a free tier, so it costs nothing to try first.
  • Each has a real cost: Apache Pinot self-hosted and distributed, so running it means operating a cluster rather than consuming a service; GoodData pricing scales per workspace as customer base grows, increasing costs with scale
  • They diverge on capability: Apache Pinot covers Real-time Analytics, GoodData covers Headless BI.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Apache Pinot and GoodData actually diverge.

Attributes where Apache Pinot and GoodData differ
AttributeApache PinotGoodData
Starting priceFreeOn request
Pricing modelopen-sourceUnknown
Free tierYesNo
PlatformsLinux, Docker, KubernetesWeb, Cloud AWS, Cloud Azure
CategoryDatabasesBusiness Intelligence
Founded19992007

Identical on both: 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 Apache Pinot

  • Real-time Analytics
  • Column-oriented
  • Distributed Processing
  • SQL Support
  • Pluggable Indexing
  • Star-tree Index
  • Upsert Support
  • Kafka

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.

Apache Pinot

  • Sub-second analytics queries on freshly ingested datanot GoodData
  • User-facing dashboards inside a productnot GoodData
  • Real-time metrics at high ingest ratesnot GoodData
  • Petabyte-scale analytics as run at LinkedIn and Ubernot GoodData

GoodData

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

Where each one falls short

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

Apache Pinot

  • Self-hosted and distributed, so running it means operating a cluster rather than consuming a service
  • Managed hosting comes from third parties such as StarTree rather than from the project
  • Built for user-facing real-time OLAP, so it is not a general purpose database

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

Apache Pinot

Free
  • Open SourceFree
    • Real-time analytics
    • SQL queries
    • Horizontal scaling

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 Apache Pinot if

  • You need real-time analytics.
  • You want to start without paying.
  • You work on Linux, Docker, Kubernetes.
  • You also want column-oriented.
Apache Pinot 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 Apache Pinot or GoodData better?
Neither clearly leads. Apache Pinot 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, Apache Pinot or GoodData?
Apache Pinot has a free tier; the other does not. Paid plans start at Free for Apache Pinot and On request for GoodData.
Does Apache Pinot or GoodData run on more platforms?
Apache Pinot runs on Linux, Docker, Kubernetes. GoodData runs on Web, Cloud AWS, Cloud Azure.
Can I use Apache Pinot for free?
Yes. Apache Pinot has a free tier, so you can try it without paying. GoodData starts at On request.
What is Apache Pinot best used for?
Apache Pinot is most often used for sub-second analytics queries on freshly ingested data, user-facing dashboards inside a product, real-time metrics at high ingest rates, petabyte-scale analytics as run at linkedin and uber. Of those, sub-second analytics queries on freshly ingested data and user-facing dashboards inside a product are not what GoodData is typically brought in for.
What can Apache Pinot do that GoodData cannot?
Apache Pinot covers Real-time Analytics, Column-oriented, Distributed Processing, SQL Support. GoodData covers Headless BI, Semantic Layer, Embedded Analytics, Multi-tenancy.

Answered from the vendors’ own pages

Apache Pinot: How much does Apache Pinot cost?

Apache Pinot is free and open-source. It is provided under the Apache License, which allows free use, modification, and distribution.

Source
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
Apache Pinot: Is Apache Pinot free for commercial use?

Yes. Apache Pinot is licensed under the Apache License, which explicitly permits commercial use at no cost.

Source
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
Apache Pinot: Can I run Apache Pinot locally or with Docker?

Yes. Apache Pinot offers a Docker quickstart and free downloads of the latest version (1.5.1 at the time of the page). You are responsible for hosting and infrastructure.

Source
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
Apache Pinot: Are there restrictions on how I can use Apache Pinot?

The Apache License permits unrestricted use, but requires retention of license notices and statements. No usage limits or feature restrictions are enforced.

Source
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