Starburst Enterprise Context Layer vs Strata

Starburst Enterprise Context Layer8.9Visit Strata8.5Visit

Higher score Starburst Enterprise Context Layer #5 in Semantic Layer Software 8.9/10 Free plan · 30-day trial Free planFree trial✓ 4 of 5 features Visit Starburst

vs

Strata #9 in Semantic Layer Software 8.5/10 Free plan Free plan✓ 4 of 5 features Visit Strata

• Starburst Enterprise Context Layer fits best

  Federated data product and metrics governance

• Strata fits best

  Git-centered semantic modeling teams

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Side by side

Feature	Starburst Enterprise Context Layer 8.9/10 Visit ↗	Strata 8.5/10 Visit ↗
At a glance
Editor score	8.9	8.5
Ranking	#5 in Semantic Layer Software	#9 in Semantic Layer Software
Best for	Federated data product and metrics governance	Git-centered semantic modeling teams
Pricing model	Free plan + paid	Free plan + paid
Starting price	$0.50/unit usage-based	—
Free plan	✓	✓
Free trial	30 days	—
Deployment	Cloud, Self-hosted	Cloud, Self-hosted
Platforms	Web	Web
Support	Live chat, Community, Docs, Tickets · 24/7	Email, Docs, Community
Compliance	SOC 2, ISO 27001, GDPR, HIPAA, PCI DSS, SSO/SAML, 2FA	SSO/SAML
Integrations	50+ integrations	8 integrations
Built for	Mid-market, Enterprise	Small business, Mid-market, Enterprise
Features Starburst Enterprise Context Layer 4/5 · Strata 4/5
Governed metrics	✓	✓
Dimensions and joins	✓	✓
Row-level security	✓	✓
Certified models	Not checked yet	Not checked yet
Query API	✓	✓
Specs
Deployment model	Hybrid	Hybrid
Our review
Pros	Versioned data products with metrics, relationships, ownership, and lineage Row-level security, column masking, and role- or attribute-based access YAML, Git, CI/CD, BI, API, JDBC, REST, and AI agent workflows	YAML models managed through Git with governed dimensions and measures Grain-safe blending and query routing across multiple data sources Row-level security, REST querying, dashboards, and self-service analytics
Cons	Pricing is metered by compute credit rather than a monthly subscription The Context Layer is part of broader Galaxy and Enterprise offerings AIDA token usage is billed separately on Enterprise and Mission-Critical	Free limits projects to 2 data sources per project Free supports 1 developer and 25 users Enterprise uses custom developers, users, and support terms
Our verdict	Starburst Enterprise Context Layer is a semantic layer for organizations that need governed, versioned data products across distributed sources. It defines metrics, dimensions, and relationships while attaching access policies, ownership,… Read the review →	Strata is a governed semantic layer and self-service analytics platform for organizations that want non-technical users and AI agents to query warehouse data safely. Teams define dimensions, measures, relationships, and joins in YAML… Read the review →

Strengths and trade-offs

• Starburst Enterprise Context Layer — where it wins

  • Versioned data products with metrics, relationships, ownership, and lineage
  • Row-level security, column masking, and role- or attribute-based access
  • YAML, Git, CI/CD, BI, API, JDBC, REST, and AI agent workflows

  Where it doesn't

  • Pricing is metered by compute credit rather than a monthly subscription
  • The Context Layer is part of broader Galaxy and Enterprise offerings
  • AIDA token usage is billed separately on Enterprise and Mission-Critical

• Strata — where it wins

  • YAML models managed through Git with governed dimensions and measures
  • Grain-safe blending and query routing across multiple data sources
  • Row-level security, REST querying, dashboards, and self-service analytics

  Where it doesn't

  • Free limits projects to 2 data sources per project
  • Free supports 1 developer and 25 users
  • Enterprise uses custom developers, users, and support terms

• Starburst Enterprise Context Layer8.9/10 · Free plan · 30-day trial

  A governed semantic layer for federated data products, metrics, BI, APIs, and AI agents.

  Visit StarburstFull verdict →
• Strata8.5/10 · Free plan

  A Git-centered semantic layer for governed metrics, safe blending, and self-service analytics.

  Visit StrataFull verdict →