vioscaleAI
Comparison

Apache Iceberg vs Snowflake

On the evidence we track, Snowflake leads this comparison with a composite score of 68/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Apache Iceberg full profile →Snowflake full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Apache Iceberg60
★Snowflake68
Score
vioscaleAI score
Apache Iceberg60 / 100medium · 56%
Snowflake68 / 100medium · 63%
Pricing
Free tier
Apache Iceberg–
Snowflake✗
Model
Apache Icebergopen_source
Snowflakecommercial
Price level
Apache Icebergfree
Snowflakeunknown
Transparent
Apache Iceberg–
Snowflake✓
Integrations
Count
Apache Iceberg20
Snowflake750
Security
Disclosure policy
Apache Iceberg✓
Snowflake✓
Fedramp
Apache Iceberg–
Snowflake✓
Gdpr
Apache Iceberg–
Snowflake✓
Iso27001
Apache Iceberg–
Snowflake✓
Pci
Apache Iceberg–
Snowflake✓
Scorecard
Apache Iceberg7.9
Snowflake–
Soc2
Apache Iceberg–
Snowflake✓
Vulnerabilities
Reliability
Status page
Apache Iceberg✓
Snowflake✓
Adoption
Dependent repos
Apache Iceberg1
Snowflake–
Github stars
Apache Iceberg9,326
Snowflake–
Package downloads weekly
Apache Iceberg6,665,583
Snowflake–
Activity
Commits last 30d
Apache Iceberg100
Snowflake–
Release
Cadence days
Apache Iceberg50
Snowflake–
History
Apache Iceberg20 items
Snowflake–
License
Spdx
Apache IcebergApache-2.0
Snowflake–
Language
Primary
Apache IcebergJava
Snowflake–
Market
Availability
Apache Iceberg–
SnowflakeAvailable worldwide
Content
Faq
Apache Iceberg5 items
Snowflake6 items

Capabilities

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

Deployment
Deployment
Apache IcebergEmbedded
SnowflakeManaged cloud
Architecture
Architecture
Apache Iceberg-
Snowflake-
Compute model
Apache Iceberg-
SnowflakeVirtual warehouses
Query
SQL dialect
Apache Iceberg-
Snowflake-
Federation / lakehouse query-in-place
Apache Iceberg✓
Snowflake✓
Interoperability
Table-format support
Apache IcebergIceberg (Parquet, ORC, Avro, Puffin data files)
SnowflakeApache Iceberg
Scale
Concurrency scaling
Apache IcebergAutomatic
SnowflakeAutomatic
Ingestion
Streaming ingest
Apache Iceberg✓
Snowflake✓
Data model
Semi-structured (JSON/VARIANT)
Apache IcebergFirst-class
SnowflakeFirst-class
Analytics
ML / in-DB functions
Apache Iceberg-
Snowflake✓
Sharing
Data sharing / marketplace
Apache Iceberg✓
Snowflake✓
Licensing
Licence class
Apache IcebergPermissive OSS
SnowflakeProprietary

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

Snowflake

Leader

Snowflake is a fully managed cloud service that unifies data storage, analytics, machine learning and AI capabilities in a single platform. It enables organizations to process structured and unstructured data, build AI applications and share live data across organizations and cloud environments.

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 ↗

Snowflake

Leader
Usage-based
  • Standard-
  • Enterprise-
  • Business CriticalContact 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✗
Snowflake✓
macOS
Apache Iceberg✓
Snowflake✗
Windows
Apache Iceberg✓
Snowflake✗
Linux
Apache Iceberg✓
Snowflake✗
CLI
Apache Iceberg✓
Snowflake✗
Deployment
Cloud / SaaS
Apache Iceberg✗
Snowflake✓
Self-hosted
Apache Iceberg✓
Snowflake✗

Integrations

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

Apache Iceberg

23 total
  • Spark
  • Trino
  • 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

Snowflake

Leader
9 total
  • AWS
  • Microsoft Azure
  • Google Cloud Platform
  • Streamlit
  • Apache Iceberg
  • PyTorch
  • NVIDIA
  • Jira
  • GitHub
Independently observed
Still deciding?

Apache Iceberg or Snowflake: 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.