Comparison

Apache Druid vs Apache Iceberg

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 Druid48
Apache Iceberg62
Score
Vioscale score
Apache Druid48 / 100medium · 54%updating
Apache Iceberg62 / 100medium · 56%updating
Pricing
Free tier
Apache Druid
Apache Iceberg
Model
Apache Druidopen_source
Apache Icebergopen_source
Price level
Apache Druidfree
Apache Icebergfree
Transparent
Apache Druid
Apache Iceberg
Integrations
Count
Apache Druid2
Apache Iceberg20
Reliability
Status page
Apache Druid
Apache Iceberg
Adoption
Dependent repos
Apache Druid264
Apache Iceberg1
Github stars
Apache Druid14,045
Apache Iceberg9,176
Package downloads weekly
Apache Druid
Apache Iceberg11,384,061
Activity
Commits last 30d
Apache Druid100
Apache Iceberg100
Release
Cadence days
Apache Druid61
Apache Iceberg50
History
Apache Druid20 items
Apache Iceberg20 items
License
Spdx
Apache DruidApache-2.0
Apache IcebergApache-2.0
Language
Primary
Apache DruidJava
Apache IcebergJava
Market
Availability
Apache Iceberg

Capabilities

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

Deployment
Deployment
Apache DruidSelf-hosted
Apache IcebergEmbedded
Architecture
Architecture
Apache Druid-
Apache Iceberg-
Compute model
Apache DruidClusters
Apache Iceberg-
Query
SQL dialect
Apache DruidVendor-specific
Apache Iceberg-
Federation / lakehouse query-in-place
Apache Druid-
Apache Iceberg
Interoperability
Table-format support
Apache Druid-
Apache IcebergIceberg (Parquet, ORC, Avro, Puffin data files)
Scale
Concurrency scaling
Apache Druid-
Apache IcebergAutomatic
Ingestion
Streaming ingest
Apache Druid
Apache Iceberg
Data model
Semi-structured (JSON/VARIANT)
Apache Druid-
Apache IcebergFirst-class
Analytics
ML / in-DB functions
Apache Druid-
Apache Iceberg-
Sharing
Data sharing / marketplace
Apache Druid-
Apache Iceberg
Licensing
Licence class
Apache DruidPermissive OSS
Apache IcebergPermissive OSS

What each one is

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

Apache Druid

Apache Druid is an open source analytics database designed for fast queries and real-time data ingestion. It excels at powering UIs, running operational queries, and handling high concurrency.

Independently observed

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

Pricing

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

Apache Druid

Open sourceFree tier

Open source, free to use and deploy

as of verify ↗

Apache Iceberg

Leader
Open source

Open source, no licensing cost

as of verify ↗

Platform & deployment

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

Platforms
Web
Apache Druid
Apache Iceberg
Deployment
Self-hosted
Apache Druid
Apache Iceberg
On-premise
Apache Druid
Apache Iceberg

Integrations

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

Apache Druid

2 total
  • Apache Kafka
  • Amazon Kinesis
Independently observed

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

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