vioscaleAI
Comparison

Apache Iceberg vs Firebolt

No clear leader: Firebolt (63.0) and Apache Iceberg (59.5) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Apache Iceberg full profile →Firebolt full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Apache Iceberg60
Firebolt63
Score
vioscaleAI score
Apache Iceberg60 / 100medium · 56%
Firebolt63 / 100medium · 74%
Pricing
Free tier
Apache Iceberg–
Firebolt✓
Model
Apache Icebergopen_source
Fireboltfreemium
Price level
Apache Icebergfree
Fireboltlow
Transparent
Apache Iceberg–
Firebolt✓
Integrations
Count
Apache Iceberg20
Firebolt4
Security
Certifications
Disclosure policy
Apache Iceberg✓
Firebolt–
Gdpr
Apache Iceberg–
Firebolt✓
Hipaa
Apache Iceberg–
Firebolt✓
Iso27001
Apache Iceberg–
Firebolt✓
Scorecard
Apache Iceberg7.9
Firebolt–
Soc2
Apache Iceberg–
Firebolt✓
Trust center
Apache Iceberg–
Firebolthttps://www.firebolt.io/security
Vulnerabilities
Reliability
Status page
Apache Iceberg✓
Firebolt✓
Adoption
Dependent repos
Apache Iceberg1
Firebolt–
Github stars
Apache Iceberg9,326
Firebolt–
Package downloads weekly
Apache Iceberg6,665,583
Firebolt–
Activity
Commits last 30d
Apache Iceberg100
Firebolt–
Release
Cadence days
Apache Iceberg50
Firebolt–
History
Apache Iceberg20 items
Firebolt–
License
Spdx
Apache IcebergApache-2.0
Firebolt–
Language
Primary
Apache IcebergJava
Firebolt–
Market
Availability
Content
Faq
Apache Iceberg5 items
Firebolt7 items

Capabilities

Feature-by-feature on the axes that matter for data warehouse software. “-” means undocumented, not absent.

Deployment
Deployment
Apache IcebergEmbedded
FireboltHybrid
Architecture
Architecture
Apache Iceberg-
FireboltSeparated storage/compute
Compute model
Apache Iceberg-
FireboltClusters
Query
SQL dialect
Apache Iceberg-
FireboltVendor-specific
Federation / lakehouse query-in-place
Apache Iceberg✓
Firebolt-
Interoperability
Table-format support
Apache IcebergIceberg (Parquet, ORC, Avro, Puffin data files)
FireboltIceberg, DuckLake
Scale
Concurrency scaling
Apache IcebergAutomatic
FireboltManual
Ingestion
Streaming ingest
Apache Iceberg✓
Firebolt✓
Data model
Semi-structured (JSON/VARIANT)
Apache IcebergFirst-class
FireboltFirst-class
Analytics
ML / in-DB functions
Apache Iceberg-
Firebolt✓
Sharing
Data sharing / marketplace
Apache Iceberg✓
Firebolt-
Licensing
Licence class
Apache IcebergPermissive OSS
FireboltPermissive OSS

What each one is

The product in its own terms, so the numbers below have context.

Apache Iceberg

A table format that brings SQL capabilities to large-scale analytical datasets and enables multiple computing engines to safely and concurrently query and modify the same tables.

Independently observed

Firebolt

An open-source analytical database designed for real-time and batch analytics that can run from a single laptop to distributed clusters across multiple cloud providers. It supports industry-standard formats like Iceberg, uses a Postgres-compatible SQL dialect, and offers per-second billing with no fixed costs.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Apache Iceberg

Open source

Open source, no licensing cost

as of verify ↗

Firebolt

from $0.03/moHybridFree tier

Free open-source self-hosted option, or managed service from $0.92/hr per node + $0.0264/GB·mo. Includes $200 free credits.

  • Open SourceFree
    • self-hosted
    • no limits
  • Managed ServiceFrom $0.92/hr per node + $0.0264/GB·mo storage. Includes $200 free credits.
    • per-second billing
    • auto-scaling
    • auto start/resume
    • scale to zero
    • workload isolation
    • +1 more
  • Bring Your Own CloudContact sales
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Apache Iceberg✗
Firebolt✓
macOS
Apache Iceberg✓
Firebolt✗
Windows
Apache Iceberg✓
Firebolt✗
Linux
Apache Iceberg✓
Firebolt✗
CLI
Apache Iceberg✓
Firebolt✓
Deployment
Cloud / SaaS
Apache Iceberg✗
Firebolt✓
Self-hosted
Apache Iceberg✓
Firebolt✓
On-premise
Apache Iceberg✗
Firebolt✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)
  • S3

Apache Iceberg

23 total - 22 not shared
  • Spark
  • Trino
  • Presto
  • Flink
  • Hive
  • Impala
  • PyArrow
  • DuckDB
  • Polars
  • Pandas
  • Ray
  • Datafusion
  • BigQuery
  • SQLAlchemy
  • GCS
  • Azure Data Lake Storage
  • Hadoop
  • Kerberos
  • Thrift
  • Avro
  • Parquet
  • ORC
Independently observed

Firebolt

14 total - 13 not shared
  • Claude
  • Copilot
  • Cursor
  • Salesforce
  • RudderStack
  • Onfire
  • Calendly
  • Cal.com
  • Smartlead
  • Zapier
  • Tableau Cloud
  • Iceberg
  • Kafka
Independently observed
Still deciding?

Apache Iceberg or Firebolt: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.