Cube
Cube: A governed semantic layer for teams building internal and embedded analytics. Ranked #1 of 28 in Semantic Layer Software by our editors (9.4/10); pricing: Free plan; best for teams needing a complete governed semantic layer.
At a glance
- Editor score9.4 / 10
- PricingFree plan
- Best forTeams needing a complete governed semantic layer
- Free planYes
- Paid from$40/user/mo
- Governed metricsYes
- Founded2019
- Facts checked20 Sep 2026
Where it wins
- Governed metrics, dimensions, joins, and access policies
- SQL, REST, GraphQL, MCP, DAX, and MDX APIs
- Cloud, self-hosted, caching, CI/CD, and embedded analytics
Where it doesn't
- Premium features require an $80 per-developer monthly plan
- Enterprise capabilities use custom pricing
- Its broad feature set may exceed narrow BI needs
Our verdict on Cube
Cube is an analytics platform for teams that need a governed semantic layer across internal business intelligence, embedded analytics, dashboards, workbooks, and AI agents. Teams define metrics, dimensions, joins, and access policies once, then expose those models through SQL, REST, GraphQL, MCP, DAX, and MDX APIs. Cube supports web, API, and self-hosted deployment, with Cube Cloud as its commercial cloud product and Cube Core as its open-source foundation. It fits organizations that need governed access to analytics across multiple data sources and applications.
Pricing follows a freemium model. The Free plan costs $0 and includes connections to any data source, a semantic layer IDE, workbooks and dashboards, and analytics chat. Starter costs $40 per developer per month with production deployment compute, Cube Store caching, Semantic Layer Sync, observability, and high availability. Premium costs $80 per developer per month and adds Explorer and viewer roles, embedded dashboards, embedded analytics chat, and unlimited queries. Enterprise pricing is custom and includes dedicated single-tenant installation, Bring Your Own Cloud, SSO with SAML 2.0, and a 99.990% uptime SLA. Self-serve pricing is monthly, while order-form customers are billed annually.
Cube’s strongest fit is a governed, multi-surface analytics architecture. Its modeling options include code and Visual Modeler, while row- and column-level access controls, pre-aggregation caching, query optimization, version control, development mode, and CI/CD workflows support controlled delivery. Integrations cover PostgreSQL, Snowflake, ClickHouse, Microsoft SQL Server, MongoDB, Databricks, MySQL, Google BigQuery, and other listed systems. Embedded dashboards, analytics chat, and AI agents extend the semantic model into applications and analysis workflows. Teams seeking a complete governed layer should consider Cube; organizations needing only a narrow dashboarding tool may find its scope broader than necessary.
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Cube pricing
Cube fact sheet
| Free plan | Yes |
|---|---|
| Paid from | $40/user/mo |
| Governed metrics | Yes |
| Dimensions and joins | Yes |
| Row-level security | Yes |
| Certified models | Not verified |
| Query API | Yes |
| Deployment model | Hybrid |
| Deployment | Cloud, Self-hosted |
| Platforms | Web |
| Compliance & security | SOC 2, GDPR, HIPAA, SSO/SAML |
| Support | Email, Live chat, Community, Docs |
| Built for | Small business, Mid-market, Enterprise (editorial estimate) |
| Integrations | 20 integrations: PostgreSQL, QuestDB, ksqlDB, Elasticsearch, Snowflake, ClickHouse … See all → |
| Pricing | Free plan (source) |
| Website | cube.dev |
| Facts checked | 20 Sep 2026 |
Cube integrations
Cube lists 20 integrations on its own site.
- PostgreSQL
- QuestDB
- ksqlDB
- Elasticsearch
- Snowflake
- ClickHouse
- Microsoft SQL Server
- Timescale
- Materialize
- RisingWave
- MongoDB
- Databricks
- Apache Pinot
- MySQL
- Google BigQuery
- Presto
- Oracle
- Amazon Redshift
- Trino
- SQLite
Alternatives to Cube
- AtScaleA strong fit for enterprise teams standardizing governed metrics across BI and AI.9.3
- GoodDataA strong fit for teams building governed, embedded analytics across multiple data sources.9.1
- HoneydewAffordable governed analytics APIs with strong modeling, access controls, and BI connectivity.9.0
Cube vs the competition
- Cube vs AtScale
- Cube vs GoodData
- Cube vs Honeydew
- Cube vs Starburst Enterprise Context Layer
- Cube vs Looker
- Cube vs Kyligence
Compare Cube with any tool side by side →
Also Ranked In
Cube is ranked in 2 of our directories.
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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