Comparison

Apache Iceberg vs StarRocks

On the evidence we track, Apache Iceberg leads this comparison with a composite score of 62/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Apache Iceberg62
StarRocks39
Score
Vioscale score
Apache Iceberg62 / 100medium · 56%
StarRocks39 / 100low · 14%
Pricing
Free tier
Apache Iceberg
StarRocks
Model
Apache Icebergopen_source
StarRocksopen_source
Price level
Apache Icebergfree
StarRocksfree
Integrations
Count
Apache Iceberg20
StarRocks14
Security
Disclosure policy
Apache Iceberg
StarRocks
Scorecard
Apache Iceberg7.9
StarRocks
Reliability
Status page
Apache Iceberg
StarRocks
Adoption
Dependent repos
Apache Iceberg1
StarRocks
Github stars
Apache Iceberg9,176
StarRocks
Package downloads weekly
Apache Iceberg11,384,061
StarRocks
Activity
Commits last 30d
Apache Iceberg100
StarRocks
Release
Cadence days
Apache Iceberg50
StarRocks
History
Apache Iceberg20 items
StarRocks
License
Spdx
Apache IcebergApache-2.0
StarRocks
Language
Primary
Apache IcebergJava
StarRocks

Capabilities

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

Deployment
Deployment
Apache IcebergEmbedded
StarRocksHybrid
Architecture
Architecture
Apache Iceberg-
StarRocksSeparated storage/compute
Compute model
Apache Iceberg-
StarRocksClusters
Query
SQL dialect
Apache Iceberg-
StarRocksANSI SQL
Federation / lakehouse query-in-place
Apache Iceberg
StarRocks
Interoperability
Table-format support
Apache IcebergIceberg (Parquet, ORC, Avro, Puffin data files)
StarRocksApache Iceberg, Apache Hudi, Apache Hive, Delta Lake
Scale
Concurrency scaling
Apache IcebergAutomatic
StarRocksManual
Ingestion
Streaming ingest
Apache Iceberg
StarRocks
Data model
Semi-structured (JSON/VARIANT)
Apache IcebergFirst-class
StarRocks-
Analytics
ML / in-DB functions
Apache Iceberg-
StarRocks
Sharing
Data sharing / marketplace
Apache Iceberg
StarRocks
Licensing
Licence class
Apache IcebergPermissive OSS
StarRocksSource-available

What each one is

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

Apache Iceberg

Leader

Apache Iceberg is a table format that enables reliable, ACID-compliant SQL operations on big data. It allows multiple query engines—such as Spark, Trino, Flink, Hive, and Impala—to safely read and write the same tables concurrently, bringing traditional database semantics to analytics workloads.

Independently observed

StarRocks

An open-source analytical database optimized for real-time analytics with sub-second latency on complex queries. It queries directly from open lakehouse formats like Iceberg and Delta Lake without data copying, and handles high-concurrency workloads for AI agents and analytics.

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 ↗

StarRocks

Open sourceFree tier

Free and open source

as of verify ↗

Platform & deployment

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

Platforms
Linux
Apache Iceberg
StarRocks
CLI
Apache Iceberg
StarRocks
Deployment
Cloud / SaaS
Apache Iceberg
StarRocks
Self-hosted
Apache Iceberg
StarRocks
Hybrid
Apache Iceberg
StarRocks

Integrations

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

Apache Iceberg

Leader
20 total
  • Spark
  • Trino
  • Presto
  • Flink
  • Hive
  • Impala
  • PyArrow
  • DuckDB
  • Polars
  • Pandas
  • Ray
  • Datafusion
  • BigQuery
  • SQLAlchemy
  • S3
  • GCS
  • Azure Data Lake Storage
  • Hadoop
  • Kerberos
  • Thrift
Independently observed

StarRocks

14 total
  • Apache Iceberg
  • Apache Hudi
  • Apache Hive
  • Delta Lake
  • Apache Kafka
  • Airbyte
  • Apache Superset
  • Min.IO
  • dbt Labs
  • Alibaba Cloud EMR
  • AWS
  • ByteDance Volcano Engine
  • CelerData
  • Mirrorship
Independently observed

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