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Head-to-head · Semantic Layer Software

Starburst Enterprise Context Layer vs Kyvos

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
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
Kyvos #8 in Semantic Layer Software 8.6/10 Paid ✓ 4 of 5 features Visit Kyvos

Starburst Enterprise Context Layer leads on 1 check, Kyvos on 0, and 4 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreStarburst Enterprise Context Layer · 8.9/10
  • Free planonly Starburst Enterprise Context Layer
  • Free trialonly Starburst Enterprise Context Layer

Starburst Enterprise Context Layer scores higher on our rubric for semantic layer software: 8.9 against 8.6 out of 10; our editors rank them #5 and #8.

Starburst Enterprise Context Layer offers free plan; Kyvos doesn't.

Starburst Enterprise Context Layer is the better fit for federated data product and metrics governance. Kyvos is the better fit for high-scale multidimensional BI deployments.

  • Starburst Enterprise Context Layer fits best

    Federated data product and metrics governance

  • Kyvos fits best

    High-scale multidimensional BI deployments

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Starburst Enterprise Context Layer 8.9/10 Visit ↗ Kyvos 8.6/10 Visit ↗
At a glance
Editor score 8.9 8.6
Ranking #5 in Semantic Layer Software #8 in Semantic Layer Software
Best for Federated data product and metrics governance High-scale multidimensional BI deployments
Pricing model Free plan + paid Paid
Starting price $0.50/unit usage-based $0.41/unit usage-based
Free plan ✓ (best) —
Free trial 30 days —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Live chat, Community, Docs, Tickets · 24/7 Docs
Compliance SOC 2, ISO 27001, GDPR, HIPAA, PCI DSS, SSO/SAML, 2FA SOC 2, ISO 27001, HIPAA, PCI DSS, SSO/SAML
Integrations 50+ integrations 20 integrations
Built for Mid-market, Enterprise Enterprise
Features Starburst Enterprise Context Layer 4/5 · Kyvos 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
  • Governed metrics, dimensions, hierarchies, and business rules
  • Multidimensional analysis with pre-calculated aggregates
  • Broad BI access through SQL, MDX, DAX, APIs, and connectors
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
  • No free plan is available
  • Usage-based cloud pricing is charged per core hour
  • May be more than needed for narrow BI deployments
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 →

Kyvos is an enterprise semantic layer for analytics and AI, designed for data teams and business users managing complex models across cloud or on-premises data platforms. It defines governed metrics, dimensions, relationships, hierarchies,…

Read the review →
  1. Starburst Enterprise Context LayerSemantic Layer Software 8.9Free plan · 30-day trial
  2. KyvosSemantic Layer Software 8.6Paid

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
  • Kyvos — where it wins

    • Governed metrics, dimensions, hierarchies, and business rules
    • Multidimensional analysis with pre-calculated aggregates
    • Broad BI access through SQL, MDX, DAX, APIs, and connectors

    Where it doesn't

    • No free plan is available
    • Usage-based cloud pricing is charged per core hour
    • May be more than needed for narrow BI deployments
  • 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 →
  • Kyvos8.6/10 · Paid

    A governed semantic layer for multidimensional analytics across cloud and on-premises data.

    Visit KyvosFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update