MetricFlow may suit data teams using dbt who want to define reusable metric logic and generate SQL across dimensions.
Free plan Free trial Open source From $100 a month WebWindowsMacLinuxAPISelf-hosted
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Best Semantic Layer Software 2026
Facts read 27 Sep 2026 – 15 Oct 2026
Semantic layer software helps teams work with shared definitions for business metrics and data relationships in analytics. Compared on certified models, governed metrics, and dimensions and joins, the entries also include differences in row-level security, deployment model, and query API. Free-plan availability and paid-from pricing help you consider access and cost. Cube, Starburst Enterprise Context Layer, and dbt Semantic Layer are among the software shown. Consider how your team defines metrics, which access controls it needs, and how users query data within your environment. The listed capabilities provide points of comparison for assessing how each option may fit your analytics workflows.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 MetricFlow | MetricFlow may suit data teams using dbt who want to define reusable metric logic and generate SQL across dimensions. | 6.1 | $100 a month | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 02 Starburst Enterprise Context Layer | It is aimed at teams that need governed data products and controlled access across analytics and AI use. | 5.5 | $0.50 usage-based | Free plan | Web, API, Self-hosted | 15 Oct 2026 |
| 03 Cube | Cube may suit teams building internal business intelligence or embedded analytics, particularly those seeking governed definitions shared by dashboards and AI agents. | 5.4 | $40 a month | Free plan | Web, Linux, API, Self-hosted | 14 Oct 2026 |
| 04 dbt Semantic Layer | It suits data teams that need governed metrics across analytics, embedded applications, or AI use cases. | 5.3 | $100 a month | Free plan | Web, Browser extension, API | 15 Oct 2026 |
| 05 Sema | Sema describes itself as built for enterprise and regulated teams, including organizations with warehouses containing thousands of tables. | 5.3 | $49 a month | Free plan | Web, API, Self-hosted | 15 Oct 2026 |
| 06 Kyvos | 5.1 | $0.61 a month | Free trial | Web, Windows, Mac, Linux | 29 Sep 2026 | |
| 07 Tableau | Tableau suits teams that need to build and share dashboards, visualizations, or data apps. | 4.9 | $15 a month, billed yearly | Free plan | Self-hosted | 27 Sep 2026 |
| 08 Synmetrix | It is presented for data engineers, developers, analysts, decision makers, and enterprises that need centralized metric definitions. | 4.8 | Free plan | Free plan | Web, Mac, Linux, API | 9 Oct 2026 |
| 09 Malloy | Malloy fits SQL users who need reusable semantic models, governed metrics, nested analysis, and database-specific SQL generation. | 4.7 | Free plan | Free plan | Web, Windows, Mac, Linux | 7 Oct 2026 |
| 10 Holistics | Holistics is intended for data teams building governed models and business users who need to explore datasets or create reports without SQL. | 4.6 | $960 a month, billed yearly | Free trial | Web, API | 7 Oct 2026 |
02
Starburst Enterprise Context Layer
It is aimed at teams that need governed data products and controlled access across analytics and AI use.
WebAPISelf-hosted Record5.5 Visit
03
Cube
Cube may suit teams building internal business intelligence or embedded analytics, particularly those seeking governed definitions shared by dashboards and AI agents.
WebLinuxAPI+1 Record5.4 Visit
04
dbt Semantic Layer
It suits data teams that need governed metrics across analytics, embedded applications, or AI use cases.
WebBrowser extensionAPI Record5.3 Visit
05
Sema
Sema describes itself as built for enterprise and regulated teams, including organizations with warehouses containing thousands of tables.
WebAPISelf-hosted Record5.3 Visit
7
Tableau
Self-hosted $15 a month, billed yearly Record4.9 Visit Tableau suits teams that need to build and share dashboards, visualizations, or data apps.
8
Synmetrix
WebMacLinux+2 Free plan Record4.8 Visit It is presented for data engineers, developers, analysts, decision makers, and enterprises that need centralized metric definitions.
9
Malloy
WebWindowsMac+4 Free plan Record4.7 Visit Malloy fits SQL users who need reusable semantic models, governed metrics, nested analysis, and database-specific SQL generation.
10
Holistics
WebAPI $960 a month, billed yearly Record4.6 Visit Holistics is intended for data teams building governed models and business users who need to explore datasets or create reports without SQL.
12
Looker
AndroidiPhone & iPadWeb+2 — Record4.5 Visit Looker may suit organizations that want governed data exploration, dashboards, embedded analytics, and natural-language queries.
13
Verdonz
WebAPISelf-hosted $199 a month Record4.5 Visit Verdonz suits teams that want to investigate business data and workspace documents with governed metrics and approval before actions that change something.
14
Definite
WebAPISelf-hosted $250 a month Record4.4 Visit It suits teams that want connectors, data pipelines, modeling, BI, and AI-assisted analysis in one platform.
20
Strata
WebAPISelf-hosted Free plan Record4.2 Visit Strata is aimed at teams opening warehouse data to non-technical users and AI agents.
21
Kyligence
WebLinuxAPI+1 — Record4.1 Visit It suits organizations in financial services, manufacturing, and retail that need shared business metrics and analytics across BI tools.
22
Zenlytic Metrics Layer
API Free plan Record4.1 Visit It suits organizations seeking shared metric definitions and row-level access controls that can run a self-hosted project.
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