# Cube vs Lightdash

**Leader by vioscaleAI score:** Cube

| Attribute | Cube | Lightdash |
|---|---|---|
| **vioscaleAI score** | 75.2 (73% (medium)) | 64.2 (73% (medium)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | - | 14 |
| adoption.github_stars | - | 6,185 |
| content.faq | `[{"answer":"Cube is a business intelligence platform that unifies how metrics and business logic are defined and used across analytics interfaces. Organizations build a semantic model once, then access it through dashboards, AI chat, embedded surfaces, and APIs — available as a managed cloud service or self-hosted deployment. It is indexed under BI Software.","source":"https://cube.dev/pricing","question":"What is Cube?","confidence":0.6},{"answer":"Cube offers a free tier, so you can start without paying. Paid plans start at $0.15 per hour. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://cube.dev/pricing","question":"Is Cube free?","confidence":0.6},{"answer":"Cube supports the web, Linux and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://cube.dev/pricing","question":"What platforms does Cube support?","confidence":0.6},{"answer":"Yes. Cube can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://cube.dev/pricing","question":"Can Cube be self-hosted?","confidence":0.6},{"answer":"We have confirmed 21 integrations for Cube, including Notion, Linear, Sentry, Attio, Google Sheets, Excel, dbt and Okta, plus 13 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://cube.dev/pricing","question":"What does Cube integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Cube. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Cube not holding them. Always confirm compliance directly before you rely on it.","source":"https://cube.dev/security","question":"What security certifications does Cube have?","confidence":0.7},{"answer":"Cube is available worldwide. Its primary market is the United States.","source":"https://cube.dev/pricing","question":"Where is Cube available?","confidence":0.5}]` | `[{"answer":"A BI platform that anchors analytics in dbt-defined metrics and provides a governed semantic layer for organizations. Teams define metrics, joins, and business logic once, then access the data through dashboards, AI-powered Q&A, embedded analytics, or custom data applications, all with consistent governance and user permissions. It is indexed under BI Software.","source":"https://www.lightdash.com/pricing","question":"What is Lightdash?","confidence":0.6},{"answer":"Lightdash offers a free tier, so you can start without paying. Paid plans start at $3000 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.lightdash.com/pricing","question":"Is Lightdash free?","confidence":0.6},{"answer":"Lightdash supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.lightdash.com/pricing","question":"What platforms does Lightdash support?","confidence":0.6},{"answer":"Yes. Lightdash can be deployed cloud / SaaS, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.lightdash.com/pricing","question":"Can Lightdash be self-hosted?","confidence":0.6},{"answer":"We have confirmed 19 integrations for Lightdash, including BigQuery, Snowflake, Redshift, Databricks, Postgres, Trino, ClickHouse and Athena, plus 11 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.lightdash.com/pricing","question":"What does Lightdash integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Lightdash. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Lightdash not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.lightdash.com/pricing","question":"What security certifications does Lightdash have?","confidence":0.6},{"answer":"Lightdash is available worldwide. Its primary markets are the United States and the EU. The vendor is headquartered in the United Kingdom.","source":"https://www.lightdash.com/pricing","question":"Where is Lightdash available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A modern analytics platform that combines a semantic layer with dashboard, workbook, and conversational AI interfaces to serve teams and autonomous agents. Users query data through dashboards, natural language chat, or APIs, while the semantic layer ensures consistent metric definitions and business logic across all tools and workflows. | An agentic BI platform that defines trusted metrics and business logic in dbt, then powers self-serve analytics across dashboards, natural-language AI agents, and embedded data apps. Available as open-source for self-hosting or managed cloud. |
| features.capabilities | `{"nlq_ai":true,"hosting":"both","rls_sso":true,"paradigm":"semantic_layer","free_tier":true,"api_access":true,"dbt_native":true,"data_modeling":true,"managed_cloud":true,"self_hostable":true,"git_versioning":true,"semantic_layer":"built_in","visualizations":true,"warehouse_native":true,"connector_breadth":"50+ data sources plus MCP connectors","scheduled_reports":true,"embedded_analytics":true,"transparent_pricing":true,"self_serve_dashboards":true}` | `{"nlq_ai":true,"hosting":"both","rls_sso":true,"paradigm":"governed_dashboards","free_tier":true,"dbt_native":true,"data_modeling":true,"managed_cloud":true,"self_hostable":true,"git_versioning":true,"semantic_layer":"dbt","visualizations":true,"warehouse_native":true,"connector_breadth":"9 data warehouses (BigQuery, Snowflake, Redshift, Databricks, Postgres, Trino, C","scheduled_reports":true,"embedded_analytics":true,"transparent_pricing":true,"self_serve_dashboards":true}` |
| integrations.count | 16 | 13 |
| integrations.list | `[{"name":"Notion"},{"name":"Linear"},{"name":"Sentry"},{"name":"Attio"},{"name":"Google Sheets"},{"name":"Excel"},{"name":"dbt"},{"name":"Okta"},{"name":"Power BI"},{"name":"Slack","native":true,"category":"chat","direction":"bidirectional"},{"name":"Claude","native":true,"category":"ai","direction":"bidirectional"},{"name":"ChatGPT","native":true,"category":"ai","direction":"bidirectional"},{"name":"Cursor","native":true,"category":"ai","direction":"bidirectional"},{"name":"Snowflake","native":true,"category":"data_warehouse","direction":"inbound"},{"name":"Databricks","native":true,"category":"data_warehouse","direction":"inbound"},{"name":"BigQuery","native":true,"category":"data_warehouse","direction":"inbound"},{"name":"Presto","native":true,"category":"query_engine","direction":"inbound"},{"name":"Amazon Athena","native":true,"category":"query_engine","direction":"inbound"},{"name":"Postgres","native":true,"category":"database","direction":"inbound"},{"name":"ClickHouse","native":true,"category":"database","direction":"inbound"},{"name":"Tableau","native":true,"category":"bi","direction":"outbound"}]` | `[{"name":"BigQuery"},{"name":"Snowflake"},{"name":"Redshift"},{"name":"Databricks"},{"name":"Postgres"},{"name":"Trino"},{"name":"ClickHouse"},{"name":"Athena"},{"name":"DuckDB"},{"name":"GitHub"},{"name":"GitLab"},{"name":"Azure DevOps"},{"name":"Bitbucket"},{"name":"Slack"},{"name":"Microsoft Teams"},{"name":"Google Sheets"},{"name":"dbt"},{"name":"Rollstack"},{"name":"MotherDuck"},{"name":"Google Slides","native":true,"category":"presentations","direction":"outbound"},{"name":"PowerPoint","native":true,"category":"presentations","direction":"outbound"}]` |
| language.primary | - | TypeScript |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"GB","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"Free forever","features":["Connect any data source","Model in semantic layer IDE","Explore data in workbooks","Publish workbooks as dashboards","Semantic model agent","Workbooks and dashboards agent","Analytics chat"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For hobbyists completing small projects and showcasing work","contactSales":false,"includedLimits":{"compute":"10K shared","query_history_retention":"1 day"}},{"free":false,"name":"Starter","summary":"$40/developer/month","features":["Everything in Free","Extended limits on agents","Use premium LLMs","Unlimited workbooks","Extended query limit","Production deployment compute","Cube Store caching","Semantic Layer Sync","Observability & high-availability","dbt integration","Custom Roles"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"developer","amount":40,"period":"month","currency":"USD"},{"kind":"fixed","amount":0.6,"period":"hour","currency":"USD","description":"Dedicated deployment"},{"kind":"fixed","amount":0.15,"period":"hour","currency":"USD","description":"Additional API instance"},{"kind":"fixed","amount":0.15,"period":"hour","currency":"USD","description":"Cube Store caching (small worker)"}],"description":"For professionals streamlining data workflows","contactSales":false,"includedLimits":{"compute":"50K dedicated","query_history_retention":"7 days"}},{"free":false,"name":"Premium","summary":"$80/developer/month + $20/explorer/month","features":["Everything in Starter","Explorer role","Viewer role","Embedded dashboards","Embedded analytics chat","Unlimited queries","99.950% Uptime SLA","Custom Domains","Multi-cluster Deployment","Performance Insights","Single Sign-On (SSO)","Audit Logging"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"developer","amount":80,"period":"month","currency":"USD"},{"kind":"per_unit","unit":"explorer","amount":20,"period":"month","currency":"USD"},{"kind":"fixed","amount":1.2,"period":"hour","currency":"USD","description":"Dedicated deployment per cluster"},{"kind":"fixed","amount":0.3,"period":"hour","currency":"USD","description":"Additional API instance"},{"kind":"fixed","amount":0.3,"period":"hour","currency":"USD","description":"Cube Store caching (medium worker)"}],"description":"For teams scaling analytics and collaboration","contactSales":false,"includedLimits":{"compute":"Unlimited","query_history_retention":"7 days"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Everything in Premium","99.990% Uptime SLA","Dedicated single-tenant installation","Bring Your Own Cloud (BYOC)","Bring Your Own LLM (BYOLLM)","SSO with SAML 2.0","Workspace Access Control","Advanced Networking Security (VPC Peering, AWS PrivateLink)"],"commitment":"annual","description":"For enterprises demanding security and support","contactSales":true}],"summary":"From $40/developer/month; free tier available","currency":"USD","freeTier":true,"sourceUrl":"https://cube.dev/pricing","retrievedAt":"2026-09-03T22:15:44.664Z","startingPrice":{"unit":"explorer","amount":20,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"hybrid","plans":[{"free":true,"name":"Open Source","summary":"Free, self-hosted, community support","features":["Unlimited seats","Data explorer and report builder","Native dbt integration","Scheduled deliveries","Alerting","Google Sheets sync","SQL runner","Private spaces","Global search","Version history (3 days)","Basic usage analytics","API & webhooks","Smart caching","Pre-aggregates","8 data warehouse connections","4 git platform integrations"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Self-hosted core BI for teams managing their own infrastructure","contactSales":false},{"free":false,"name":"Cloud Pro","summary":"$3,000/month flat rate, unlimited users and visualizations","features":["Unlimited users","Unlimited visualizations","Native dbt integration with open semantic layer","Scheduled reports and alerting","Dashboards as code","Metrics catalog and governed explorer","AI agents for natural language queries","MCP (Model Context Protocol) support","Dedicated human support","Guided onboarding and training sessions","Automated migration from other BI tools","Version history (30 days)","Advanced usage analytics","Embedding via iframe and React SDK (add-on)","US and EU deployment regions","SSO via Google, Okta, Azure, custom OIDC"],"components":[{"kind":"fixed","amount":3000,"period":"month","currency":"USD"}],"description":"Managed cloud platform with unlimited users, AI agents, and governance","contactSales":false},{"free":false,"name":"Enterprise","summary":"Custom pricing, available on-premises or cloud","features":["All Cloud Pro features, plus:","Cloud or on-premises deployment","SAML 2.0 and SCIM 2.0 provisioning","Advanced user management with custom roles","SOC 2 Type II compliance","HIPAA and BAA support","Hands-on migration with on-site assistance","Priority support with 8-hour response SLA","Dedicated account manager","Dedicated Slack support channel","Early access to new features","Version history (60 days)","Custom usage analytics","Custom deployment regions"],"description":"Custom deployment and advanced security for large-scale deployments","contactSales":true}],"addOns":[{"name":"Embedding per load","components":[{"per":{"qty":1,"unit":"load"},"kind":"metered","amount":0.05,"currency":"USD"}]},{"name":"Embedding predictable","components":[{"kind":"fixed","amount":790,"period":"month","currency":"USD"}]},{"name":"HIPAA BAA (Cloud Pro)","components":[{"kind":"fixed","amount":490,"period":"month","currency":"USD"}]},{"name":"Data Apps"}],"summary":"Open source free tier, Cloud Pro at $3,000/month (unlimited users), Enterprise custom. No per-seat pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://www.lightdash.com/pricing","retrievedAt":"2026-08-14T13:45:42.627Z","freeTrialDays":21,"startingPrice":{"amount":3000,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | mid | low |
| pricing.starting_price | `{"amount":20,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.history | - | `[{"url":"https://github.com/lightdash/lightdash/releases/tag/2.576.1","date":"2026-10-13T15:01:24Z","type":"stable","version":"2.576.1"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.576.0","date":"2026-10-13T13:28:45Z","type":"stable","version":"2.576.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.575.4","date":"2026-10-13T12:27:41Z","type":"stable","version":"2.575.4"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.575.3","date":"2026-10-13T11:39:39Z","type":"stable","version":"2.575.3"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.575.2","date":"2026-10-13T11:27:25Z","type":"stable","version":"2.575.2"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.575.1","date":"2026-10-13T09:07:30Z","type":"stable","version":"2.575.1"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.575.0","date":"2026-10-13T08:21:30Z","type":"stable","version":"2.575.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.574.0","date":"2026-10-13T03:54:23Z","type":"stable","version":"2.574.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.573.4","date":"2026-10-13T03:12:31Z","type":"stable","version":"2.573.4"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.573.3","date":"2026-10-13T01:07:33Z","type":"stable","version":"2.573.3"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.573.2","date":"2026-10-13T00:06:51Z","type":"stable","version":"2.573.2"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.573.1","date":"2026-10-12T23:04:18Z","type":"stable","version":"2.573.1"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.573.0","date":"2026-10-12T22:26:24Z","type":"stable","version":"2.573.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.572.1","date":"2026-10-12T22:10:21Z","type":"stable","version":"2.572.1"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.572.0","date":"2026-10-12T20:23:40Z","type":"stable","version":"2.572.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.571.2","date":"2026-10-12T18:14:07Z","type":"stable","version":"2.571.2"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.571.1","date":"2026-10-12T17:20:16Z","type":"stable","version":"2.571.1"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.571.0","date":"2026-10-12T17:04:02Z","type":"stable","version":"2.571.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.570.0","date":"2026-10-12T16:59:15Z","type":"stable","version":"2.570.0"},{"url":"https://github.com/lightdash/lightdash/releases/tag/2.569.0","date":"2026-10-12T15:58:39Z","type":"stable","version":"2.569.0"}]` |
| reliability.sla_pct | 99.95 | - |
| reliability.status_page | yes | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.soc2 | yes | yes |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=npm&package_name=%40lightdash%2Fcommon&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (BI Software)

| Capability | Cube | Lightdash |
|---|:--:|:--:|
| **Core** |  |  |
| BI paradigm | Semantic layer | Governed dashboards |
| Semantic / modelling layer | Built-in | dbt metrics |
| **Engine** |  |  |
| Warehouse-native (SQL push-down) | ✓ | ✓ |
| **Deployment** |  |  |
| Self-hostable / OSS core | ✓ | ✓ |
| Managed cloud available | ✓ | ✓ |
| **Intelligence** |  |  |
| Natural-language query / AI copilot | ✓ | ✓ |
| **Delivery** |  |  |
| Embedded / white-label analytics | ✓ | ✓ |
| Scheduled reports / alerting | ✓ | ✓ |
| **Governance** |  |  |
| Row-level security & SSO/SAML | ✓ | ✓ |
| **Commercial** |  |  |
| Per-seat pricing published | ✓ | ✓ |
| Free tier / free desktop | ✓ | ✓ |
| **Ecosystem** |  |  |
| dbt-native integration | ✓ | ✓ |
| Data-source connector breadth | 50+ data sources plus MCP connectors | 9 data warehouses (BigQuery, Snowflake, Redshift, Databricks, Postgres, Trino, C |

*Source: vioscaleAI. Generated 2026-10-15T22:04:59.999Z. "-" = undocumented, not absent.*