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Databases · head to head

Firebolt vs GoodData

Firebolt logo

Firebolt

Databases

Sub-second analytics at cloud data warehouse scale

From
$1.84/hour
Rated
-
Full reviewWebsite
GoodData logo

GoodData

Business Intelligence

Analytics platform for data products

From
On request
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Firebolt compute billed per second on Arm-based processors; small instances still incur measurable costs during idle periods despite auto-stop; GoodData pricing scales per workspace as customer base grows, increasing costs with scale
  • They diverge on capability: Firebolt covers Sub-second Queries, GoodData covers Headless BI.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Firebolt and GoodData actually diverge.

Attributes where Firebolt and GoodData differ
AttributeFireboltGoodData
Starting price$1.84/hourOn request
Pricing modelusage-basedUnknown
PlatformsCloud (AWS, GCP, Azure preview), Docker, KubernetesWeb, Cloud AWS, Cloud Azure
CategoryDatabasesBusiness Intelligence
Founded20192007

Identical on both: free tier (No), 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 Firebolt

  • Sub-second Queries
  • Sparse Indexes
  • Data Pruning
  • Decoupled Storage/Compute
  • SQL Support
  • Semi-structured Data
  • Workload Isolation
  • Airflow

Only in GoodData

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

Both cover

  • Web support

What people use each for

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

Firebolt

  • Data analytics teams running gigabyte-to-petabyte datasets with sub-second query requirementsnot GoodData
  • Real-time business intelligence platforms requiring ACID transactions and snapshot isolationnot GoodData
  • Applications needing vector search on analytical data for similarity queriesnot GoodData

GoodData

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

Where each one falls short

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

Firebolt

  • Compute billed per second on Arm-based processors; small instances still incur measurable costs during idle periods despite auto-stop
  • Storage pass-through charged at $0.0264/GB monthly on compressed data; uncompressed storage could exceed this
  • Azure deployment currently in Preview status; production recommendations unclear
  • Vector indexes limited to float arrays; other data types require alternative indexing strategies
  • Free tier credits ($200) limited; no perpetual free tier for production use

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

Firebolt

$1.84/hour

No published plan breakdown. See the Firebolt 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 Firebolt if

  • You need sub-second queries.
  • You work on Cloud (AWS, GCP, Azure preview), Docker, Kubernetes.
  • You also want sparse indexes.
Firebolt 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 Firebolt or GoodData better?
Neither clearly leads. Firebolt starts at $1.84/hour and GoodData at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Firebolt or GoodData?
Firebolt starts at $1.84/hour and GoodData at On request.
Does Firebolt or GoodData run on more platforms?
Firebolt runs on Cloud (AWS, GCP, Azure preview), Docker, Kubernetes. GoodData runs on Web, Cloud AWS, Cloud Azure.
What is Firebolt best used for?
Firebolt is most often used for data analytics teams running gigabyte-to-petabyte datasets with sub-second query requirements, real-time business intelligence platforms requiring acid transactions and snapshot isolation, applications needing vector search on analytical data for similarity queries. Of those, data analytics teams running gigabyte-to-petabyte datasets with sub-second query requirements and real-time business intelligence platforms requiring acid transactions and snapshot isolation are not what GoodData is typically brought in for.
What can Firebolt do that GoodData cannot?
Firebolt covers Sub-second Queries, Sparse Indexes, Data Pruning, Decoupled Storage/Compute. GoodData covers Headless BI, Semantic Layer, Embedded Analytics, Multi-tenancy. Both handle Web support.

Answered from the vendors’ own pages

Firebolt: How does Firebolt's compute billing model work?

Firebolt uses per-second billing with scale-to-zero capability. The smallest S tier costs $1.84 per hour with 8 vCPU and 64GB memory, while the largest 4XL tier costs $58.88 per hour with 256 vCPU. Users only pay when compute is running.

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
Firebolt: What is the cost for data storage on Firebolt?

Storage costs $0.0264 per GB per month on object storage, billed as pass-through cost at cloud provider rates.

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
Firebolt: What free credits or trial does Firebolt offer new users?

New users receive $200 free credits to get started with the platform.

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
Firebolt: Does Firebolt publish pricing for commitment-based discounts?

The pricing FAQ lists a question about commitment-based discounts but does not provide published answers on the pricing page. This requires direct inquiry with sales.

Source
Firebolt: What deployment options does Firebolt offer besides managed service?

Firebolt offers self-hosted open source deployment (unlimited) and Bring Your Own Cloud (BYOC) options in addition to managed service.

Source
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