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Alternatives · 2026

The best Malloy alternatives

The rest of Best Semantic Layer Software, in this site's order: each with what it costs, where it runs and its record score.

1
MetricFlow

MetricFlow may suit data teams using dbt who want to define reusable metric logic and generate SQL across dimensions.

WebWindowsMac+3 $100 a month Record6.1 Visit
2
Starburst Enterprise Context Layer

It is aimed at teams that need governed data products and controlled access across analytics and AI use.

WebAPISelf-hosted $0.50 usage-based Record5.5 Visit
3
Cube

Cube may suit teams building internal business intelligence or embedded analytics, particularly those seeking governed definitions shared by…

WebLinuxAPI+1 $40 a month Record5.4 Visit
4
dbt Semantic Layer

It suits data teams that need governed metrics across analytics, embedded applications, or AI use cases.

WebBrowser extensionAPI $100 a month Record5.3 Visit
5
Sema

Sema describes itself as built for enterprise and regulated teams, including organizations with warehouses containing thousands of tables.

WebAPISelf-hosted $49 a month Record5.3 Visit
6 WebWindowsMac+3 $0.61 a month Record5.2 Visit
7
Tableau

Tableau suits teams that need to build and share dashboards, visualizations, or data apps.

Self-hosted $15 a month, billed yearly Record5.0 Visit
8
Synmetrix

It is presented for data engineers, developers, analysts, decision makers, and enterprises that need centralized metric definitions.

WebMacLinux+2 Free plan Record4.9 Visit
9
Holistics

Holistics is intended for data teams building governed models and business users who need to explore datasets or create reports without SQL.

WebAPI $960 a month, billed yearly Record4.7 Visit
10 WebWindowsMac+3 $20 a month Record4.7 Visit
11
Definite

It suits teams that want connectors, data pipelines, modeling, BI, and AI-assisted analysis in one platform.

WebAPISelf-hosted $250 a month Record4.5 Visit
12
Looker

Looker may suit organizations that want governed data exploration, dashboards, embedded analytics, and natural-language queries.

AndroidiPhone & iPadWeb+2 — Record4.5 Visit
13
Verdonz

Verdonz suits teams that want to investigate business data and workspace documents with governed metrics and approval before actions that change…

WebAPISelf-hosted $199 a month Record4.5 Visit
14 WebAPI — Record4.4 Visit
15 WebAPI $20 a month Record4.3 Visit
16 WebAPISelf-hosted Free plan Record4.3 Visit
17 WebAPISelf-hosted Free plan Record4.3 Visit
18
Strata

Strata is aimed at teams opening warehouse data to non-technical users and AI agents.

WebAPISelf-hosted Free plan Record4.3 Visit
19
Kyligence

It suits organizations in financial services, manufacturing, and retail that need shared business metrics and analytics across BI tools.

WebLinuxAPI+1 — Record4.2 Visit
20 WebAPISelf-hosted — Record4.2 Visit
21
Zenlytic Metrics Layer

It suits organizations seeking shared metric definitions and row-level access controls that can run a self-hosted project.

API Free plan Record4.1 Visit
22 WebBrowser extensionAPI — Record3.7 Visit
23 WebAPISelf-hosted — Record3.7 Visit
24 Web — Record3.6 Visit