Comparison

Databricks vs StarRocks

On the evidence we track, Databricks 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.

Databricks full profile →StarRocks full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

★Databricks60

StarRocks39

Attribute comparison across 2 tools
Attribute	DatabricksLeader	StarRocks
Vioscale score	60 / 100low · 48%	39 / 100low · 14%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	open_source
Price levelpricing.price_level	low	free
Transparentpricing.transparent	✓	-
Integrations
Countintegrations.count	6	14
Security
Disclosure policysecurity.disclosure_policy	✓	-
Reliability
Status pagereliability.status_page	✓	-
Market
Availabilitymarket.availability	Available worldwide · Popular in US	-

Score

Vioscale score

Databricks60 / 100low · 48%

StarRocks39 / 100low · 14%

Pricing

Free tier

Databricks✓

StarRocks✓

Model

Databrickscommercial

StarRocksopen_source

Price level

Databrickslow

StarRocksfree

Transparent

Databricks✓

StarRocks–

Integrations

Count

Databricks6

StarRocks14

Security

Disclosure policy

Databricks✓

StarRocks–

Reliability

Status page

Databricks✓

StarRocks–

Market

Availability

DatabricksAvailable worldwide · Popular in US

StarRocks–

Capabilities

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

Capability comparison for Data Warehouse Software
Capability	Databricks	StarRocks
Deployment
Deployment	Managed cloud	Hybrid
Architecture
Architecture	Separated storage/compute	Separated storage/compute
Compute model	Serverless	Clusters
Query
SQL dialect	Vendor-specific	ANSI SQL
Federation / lakehouse query-in-place	-	✓
Interoperability
Table-format support	Delta, Iceberg	Apache Iceberg, Apache Hudi, Apache Hive, Delta Lake
Scale
Concurrency scaling	Automatic	Manual
Ingestion
Streaming ingest	✓	✓
Data model
Semi-structured (JSON/VARIANT)	First-class	-
Analytics
ML / in-DB functions	✓	✗
Sharing
Data sharing / marketplace	✓	✗
Licensing
Licence class	Proprietary	Source-available

Deployment

DatabricksManaged cloud

StarRocksHybrid

Architecture

DatabricksSeparated storage/compute

StarRocksSeparated storage/compute

Compute model

DatabricksServerless

StarRocksClusters

Query

SQL dialect

DatabricksVendor-specific

StarRocksANSI SQL

Federation / lakehouse query-in-place

Databricks-

StarRocks✓

Interoperability

Table-format support

DatabricksDelta, Iceberg

StarRocksApache Iceberg, Apache Hudi, Apache Hive, Delta Lake

Scale

Concurrency scaling

DatabricksAutomatic

StarRocksManual

Ingestion

Streaming ingest

Databricks✓

StarRocks✓

Data model

Semi-structured (JSON/VARIANT)

DatabricksFirst-class

StarRocks-

Analytics

ML / in-DB functions

Databricks✓

StarRocks✗

Sharing

Data sharing / marketplace

Databricks✓

StarRocks✗

Licensing

Licence class

DatabricksProprietary

StarRocksSource-available

What each one is

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

Databricks

Leader

Databricks is a unified data, analytics, and AI platform for enterprises that combines data warehousing, machine learning, and AI agent capabilities through its lakehouse architecture and serverless Postgres offering (Lakebase).

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.

Databricks

Leader

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 2026-08-03verify ↗

StarRocks

Open sourceFree tier

Free and open source

as of 2026-08-16verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Databricks	StarRocks
WebPlatforms	✓	✗
LinuxPlatforms	✗	✓
CLIPlatforms	✗	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✗	✓
HybridDeployment	✗	✓

Platforms

Web

Databricks✓

StarRocks✗

Linux

Databricks✗

StarRocks✓

CLI

Databricks✗

StarRocks✓

Deployment

Cloud / SaaS

Databricks✓

StarRocks✓

Self-hosted

Databricks✗

StarRocks✓

Hybrid

Databricks✗

StarRocks✓

Integrations

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

Databricks

Leader

6 total

Teams
Slack
Confluence
Power Platform
Copilot Studio
Zerobus

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.