vioscaleAI
Comparison

Apache Iceberg vs Databricks

On the evidence we track, Apache Iceberg leads this comparison with a composite score of 60/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Apache Iceberg full profile →Databricks full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Apache Iceberg60
Databricks53
Score
vioscaleAI score
Apache Iceberg60 / 100medium · 56%
Databricks53 / 100low · 47%
Pricing
Free tier
Apache Iceberg–
Databricks✓
Model
Apache Icebergopen_source
Databricksfree
Price level
Apache Icebergfree
Databricksfree
Transparent
Apache Iceberg–
Databricks✗
Integrations
Count
Apache Iceberg20
Databricks14
Security
Disclosure policy
Apache Iceberg✓
Databricks✓
Scorecard
Apache Iceberg7.9
Databricks–
Trust center
Vulnerabilities
Reliability
Status page
Apache Iceberg✓
Databricks✓
Adoption
Dependent repos
Apache Iceberg1
Databricks–
Github stars
Apache Iceberg9,326
Databricks–
Package downloads weekly
Apache Iceberg6,665,583
Databricks–
Activity
Commits last 30d
Apache Iceberg100
Databricks–
Release
Cadence days
Apache Iceberg50
Databricks–
History
Apache Iceberg20 items
Databricks–
License
Spdx
Apache IcebergApache-2.0
Databricks–
Language
Primary
Apache IcebergJava
Databricks–
Market
Availability
Apache Iceberg–
DatabricksAvailable worldwide · Popular in US
Content
Faq
Apache Iceberg5 items
Databricks6 items

Capabilities

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

Deployment
Deployment
Apache IcebergEmbedded
DatabricksManaged cloud
Architecture
Architecture
Apache Iceberg-
DatabricksSeparated storage/compute
Compute model
Apache Iceberg-
DatabricksServerless
Query
SQL dialect
Apache Iceberg-
DatabricksVendor-specific
Federation / lakehouse query-in-place
Apache Iceberg✓
Databricks-
Interoperability
Table-format support
Apache IcebergIceberg (Parquet, ORC, Avro, Puffin data files)
DatabricksDelta, Iceberg
Scale
Concurrency scaling
Apache IcebergAutomatic
DatabricksAutomatic
Ingestion
Streaming ingest
Apache Iceberg✓
Databricks✓
Data model
Semi-structured (JSON/VARIANT)
Apache IcebergFirst-class
DatabricksFirst-class
Analytics
ML / in-DB functions
Apache Iceberg-
Databricks✓
Sharing
Data sharing / marketplace
Apache Iceberg✓
Databricks✓
Licensing
Licence class
Apache IcebergPermissive OSS
DatabricksProprietary

What each one is

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

Apache Iceberg

Leader

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

Databricks

An integrated data and AI platform built on open formats that merges transactional reliability with analytics and machine learning capabilities, enabling organizations to manage data, models, and AI applications together without vendor lock-in.

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

Leader
Open source

Open source, no licensing cost

as of verify ↗

Databricks

from $0.07/moUsage-basedFree tier

Pay-as-you-go usage-based pricing from $0.069 / DBU or CU per second. Committed Use Contracts available for volume discounts. Free tier available.

  • Data EngineeringFrom $0.15 / DBU per second
    • Orchestrate data processing
    • Build streaming and batch pipelines
    • Ingest data from multiple sources
  • Data WarehousingFrom $0.22 / DBU per second
    • SQL analytics
    • BI reporting
    • Available in Classic and Serverless compute
  • Interactive WorkloadsFrom $0.40 / DBU per second
    • Data science workloads
    • Build custom applications
    • Security and governance
  • Operational DatabaseFrom $0.069 / CU per second
    • Postgres database
    • Data and feature serving
  • Artificial IntelligenceFrom $0.07 / DBU per second
    • GenAI applications
    • Model Serving
    • AI Functions
    • Model Training
  • GenieFree
    • Natural language Q&A
    • AI Coding Assistant
    • Enterprise Knowledge access
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✗
Databricks✓
Android
Apache Iceberg✗
Databricks✓
macOS
Apache Iceberg✓
Databricks✗
Windows
Apache Iceberg✓
Databricks✗
Linux
Apache Iceberg✓
Databricks✗
CLI
Apache Iceberg✓
Databricks✗
Deployment
Cloud / SaaS
Apache Iceberg✗
Databricks✓
Self-hosted
Apache Iceberg✓
Databricks✗

Integrations

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

In common (1)
  • Trino

Apache Iceberg

Leader
23 total - 22 not shared
  • Spark
  • Presto
  • Flink
  • Hive
  • Impala
  • PyArrow
  • DuckDB
  • Polars
  • Pandas
  • Ray
  • Datafusion
  • BigQuery
  • SQLAlchemy
  • S3
  • GCS
  • Azure Data Lake Storage
  • Hadoop
  • Kerberos
  • Thrift
  • Avro
  • Parquet
  • ORC
Independently observed

Databricks

22 total - 21 not shared
  • Teams
  • Slack
  • Confluence
  • Power Platform
  • Copilot Studio
  • Zerobus
  • Microsoft Power Platform
  • Microsoft Teams
  • Apache Spark
  • MLflow
  • Delta Lake
  • Apache Iceberg
  • Unity Catalog
  • Lakeflow
  • Databricks SQL
  • Databricks Genie
  • Lakebase
  • dbt
  • LangChain
  • PyTorch
  • DSPy
Independently observed
Still deciding?

Apache Iceberg or Databricks: 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.