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Cube

cube.dev

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Spec score 9.3 #1 of 28 in Semantic Layer Software

What it is

Cube is an analytics platform with a semantic layer that encodes governed business definitions for dashboards, embedded applications, and AI agents. Cube Cloud supports internal business intelligence and embedded analytics, while Cube Core is the open-source project alongside which the cloud platform is built. The Free plan includes a semantic layer IDE, workbooks, dashboard publishing, semantic model and workbook agents, and analytics chat. Listed data sources include PostgreSQL, Snowflake, ClickHouse, Databricks, BigQuery, MySQL, Oracle, Redshift, MongoDB, and Trino; integrations include dbt, Dagster, Prefect, Airflow, and Coalesce.io. Cube Core processes API requests using pre-aggregated data in Cube Store or raw data in connected databases. Cloud deployment options include a managed multi-tenant service on AWS or GCP, a VPC on AWS, GCP, or Azure, and a customer's cloud through BYOC. Cube lists a free plan, Starter at $40 a month per developer, and Premium at $80 a month per developer.

Spec sheet

Product
Cube is an agentic analytics platform built on a semantic layer for business users and AI agents.Read 29 Sep 2026 · cube.dev
Deployment
Cube Cloud can run as a managed multi-tenant service on AWS or GCP, in a VPC on AWS, GCP, or Azure, or on a customer's cloud through BYOC.Read 29 Sep 2026 · cube.dev
Integrations
Listed data sources include Snowflake, BigQuery, Redshift, Databricks, ClickHouse, PostgreSQL, MySQL, MongoDB, Trino, Presto and AWS Athena.Read 14 Oct 2026 · cube.dev
Security
Cube states that data is encrypted at rest, API access uses token-based security, and application traffic is encrypted over SSL/TLS 1.2.Read 29 Sep 2026 · cube.dev
Compliance
Cube Cloud states SOC 2 Type II, HIPAA and GDPR compliance and offers audit logs across deployments.Read 14 Oct 2026 · cube.dev
Support
Cube lists community support for Free, limited chat and email for Starter, and chat and email plus a dedicated CSM for Enterprise.Read 29 Sep 2026 · cube.dev
Founded
2019Read 23 Sep 2026 · cube.dev
Company
The company is Cube Dev, Inc.; its about page names Artyom Keydunov and Pavel Tiunov as co-founders.Read 29 Sep 2026 · cube.dev
Access control
Access policies are enforced in the semantic layer for every consumer, including row-level and tenant-aware rules written in Python or JavaScript.Read 14 Oct 2026 · docs.cube.dev
AI agents
AI agents can access Cube through its MCP server or Chat API while using the governed semantic model.Read 14 Oct 2026 · docs.cube.dev
Analytics features
The Free plan includes a semantic layer IDE, workbooks, dashboard publishing, semantic model and workbook agents, and analytics chat.Read 29 Sep 2026 · cube.dev
APIs and caching
Cube Core processes API requests against pre-aggregated data in Cube Store or raw data in connected databases, and Cube Store stores pre-aggregations.Read 29 Sep 2026 · docs.cube.dev
Caching
Cube uses background-refreshed pre-aggregations stored in Cube Store and routes matching queries to those rollups.Read 14 Oct 2026 · docs.cube.dev
Company legal name
Crunchbase identifies the company as Cube Dev Inc., also known as Cube.js.Read 14 Oct 2026 · crunchbase.com
Company profile
LinkedIn lists Cube as privately held, headquartered in San Francisco, with 51–200 employees and founded in 2019.Read 14 Oct 2026 · linkedin.com
Core and Cloud
Cube Cloud is built alongside the open-source Cube Core project and provides a production-scale platform.Read 29 Sep 2026 · cube.dev
Current status
Cube Cloud's status page reported a control-plane entry posted October 9, 2026, while the page states it provides incident history and current service status.Read 14 Oct 2026 · status.cubecloud.dev
Deployment options
Cube Cloud can run as managed multi-tenant cloud, VPC deployment on AWS, GCP or Azure, or customer-cloud BYOC.Read 14 Oct 2026 · cube.dev
Documentation depth
The documentation covers administration, embedding, APIs, Cube Core, recipes, modeling, joins, measures, dimensions, pre-aggregations, integrations and MCP.Read 14 Oct 2026 · docs.cube.dev
Downstream integrations
Cube lists BI and analytics integrations such as Superset, Metabase, Power BI, Tableau, ThoughtSpot, Hex, Deepnote, Jupyter, Observable and Streamlit.Read 14 Oct 2026 · cube.dev
Funding and investors
Crunchbase lists three funding rounds and 13 investors, including Eniac Ventures and Bain Capital Ventures; LinkedIn names Decibel, Databricks Ventures and Betaworks among backers.Read 14 Oct 2026 · crunchbase.com
Limit: advanced setup and documentation
G2 reviewers report that large-scale Cube Store and pre-aggregation setup is difficult, some documentation is confusing and JavaScript lacks a proper LSP or type checker.Read 14 Oct 2026 · g2.com
Limit: integration and synchronization
Software Advice summarizes recurring complaints about integration problems and slow data synchronization; reviewers also report manual uploads and ERP data discrepancies.Read 14 Oct 2026 · softwareadvice.com
Limit: missing planning and dashboard depth
Independent reviews mention a lack of robust headcount planning, limited Excel reporting flexibility and dashboards that could be more powerful.Read 14 Oct 2026 · softwareadvice.com
Limit: query and platform issues
G2 feedback cites query-history delays, occasional aggregation failures, process restarts that add schema-loading latency and a former 50,000-record serving limit.Read 14 Oct 2026 · g2.com
Limit: semantic-layer scope
A G2 reviewer says Cube is not an all-in-one BI suite and lacks built-in data-catalog and visualization features.Read 14 Oct 2026 · g2.com
Notable news: MCP connectors
Cube's June 19, 2026 changelog announced MCP connectors for Notion, Linear, Sentry and Attio, with custom remote MCP endpoints supported.Read 14 Oct 2026 · cube.dev
Notable news: security advisory
Cube's learning hub records a February 9, 2026 security advisory concerning vulnerabilities in WebSocket transport.Read 14 Oct 2026 · cube.dev
Open-source licensing
Cube Client is MIT licensed and Cube Backend is Apache 2.0 licensed.Read 14 Oct 2026 · github.com
Performance architecture
Cube describes a two-level cache with an in-memory cache, queue management and configurable pre-aggregations.Read 14 Oct 2026 · cube.dev
Praise: ease of use and support
TrustRadius reviewers repeatedly describe Cube as intuitive and Excel- or Google-Sheets-like, while praising dedicated, responsive customer support.Read 14 Oct 2026 · trustradius.com
Praise: reporting and spreadsheet workflow
Software Advice reviewers praise Cube for data import/export, financial statement reporting, spreadsheet familiarity and responsive implementation support.Read 14 Oct 2026 · softwareadvice.com
Public APIs
The platform exposes a Postgres-compatible SQL API, REST, GraphQL and a Meta API for model introspection.Read 14 Oct 2026 · docs.cube.dev
Rating on Capterra
4.6 out of 5 from 79 reviewsRead 14 Oct 2026 · capterra.com
Rating on G2
4.5 out of 5 from 27 reviewsRead 14 Oct 2026 · g2.com
Rating on Gartner Peer Insights
4.2 out of 5 from 7 reviewsRead 14 Oct 2026 · gartner.com
Rating on GetApp
4.6 out of 5 from 79 reviewsRead 14 Oct 2026 · getapp.com
Rating on Software Advice
4.6 out of 5 from 79 reviewsRead 14 Oct 2026 · softwareadvice.com
Rating on TrustRadius
9.9 out of 10 from 63 reviewsRead 14 Oct 2026 · trustradius.com
Security controls
Cube states that data is encrypted at rest, APIs require token security, traffic uses SSL/TLS 1.2, and SAML 2.0 and OAuth 2.0 are supported.Read 14 Oct 2026 · cube.dev
Self-hosting
Cube Core is distributed as Docker images and can run on a customer's own infrastructure.Read 14 Oct 2026 · cube.dev
Semantic layer
The semantic layer encodes governed business definitions so answers from dashboards, embedded apps, and AI agents use a consistent model.Read 29 Sep 2026 · cube.dev
Semantic modeling
Data engineers define metrics, entities, joins and relationships in version-controlled YAML or JavaScript models.Read 14 Oct 2026 · docs.cube.dev
Spreadsheet support
Documentation includes Cube integrations for Excel and Google Sheets, plus DAX/MDX-oriented spreadsheet access in the semantic-layer description.Read 14 Oct 2026 · docs.cube.dev
Transformation tools
Listed transformation and orchestration integrations include dbt, Dagster, Prefect, Airflow, and Coalesce.io.Read 29 Sep 2026 · cube.dev
Use cases
Cube Cloud supports internal business intelligence and embedded analytics.Read 29 Sep 2026 · cube.dev
What Cube does
Cube is an agentic analytics platform built on a semantic layer for internal business intelligence and embedded analytics.Read 14 Oct 2026 · docs.cube.dev
Workbooks and dashboards
Cube Cloud lets users explore data in workbooks, publish workbooks as dashboards and use Analytics Chat for natural-language analysis.Read 14 Oct 2026 · docs.cube.dev

Plans and prices

Free Free free forever up to 5 workbooks · 1,000 daily requests · 1-day query-history retention · community support Read 14 Oct 2026 · cube.dev
Starter $40 a month per developer / month unlimited workbooks · 10K shared or 50K dedicated daily requests · production compute · Cube Store caching · limited chat and email support Read 14 Oct 2026 · cube.dev
Premium $80 a month per developer / month unlimited queries · Explorer and Viewer roles · embedded dashboards and analytics chat · 99.950% uptime SLA · multi-cluster deployment Read 14 Oct 2026 · cube.dev
Enterprise Priced on request custom annual order form 99.990% uptime SLA · dedicated single tenant · BYOC · BYOLLM · SAML 2.0 SSO · workspace access control Read 14 Oct 2026 · cube.dev

Every Cube plan and price →

Strong points and limits

Strong points

  • Semantic layer encodes governed business definitions.
  • Free plan includes workbooks and dashboard publishing.
  • Listed connectors cover multiple databases and warehouses.
  • Cloud supports managed, VPC, and BYOC deployment.
  • Starter costs $40 a month per developer.

Limits

  • Starter has 1 day of query history retention.
  • Premium costs $80 a month per developer.
  • Enterprise pricing is custom and not listed.

Who it suits

Cube suits organizations seeking shared business definitions across internal dashboards, embedded analytics, and AI-agent responses. Its listed integrations and deployment choices may fit teams with varied data sources or cloud requirements.

Verdict

Cube combines a governed semantic layer with analytics tools, multiple data integrations, and several cloud deployment models. Compare the listed query limits and retention periods with your needs, and note that Enterprise pricing is custom.

Where Specifiction places it

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