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Best Metriql Alternatives in 2026

Free#21 of 28 in Semantic Layer Software

The top Metriql alternatives are Cube, AtScale and GoodData: 15 semantic layer software our editors would look at instead of Metriql, in our ranking order.

7.3/10Editor score

Visit Metriql

Metriql7.3 Visit Metriql

15 alternatives
Updated Oct 2026
Our Metriql verdict

Metriql: A self-hosted metrics layer that connects governed definitions to BI, APIs, and embedded analytics. Where it falls short: requires a self-hosted deployment and an existing data warehouse.

Switching from Metriql? For most semantic layer software buyers the best Metriql alternative is Cube, built for teams needing a complete governed semantic layer. On a budget, Honeydew starts at $20/user/mo.

Why People Look for a Metriql Alternative

Requires a self-hosted deployment and an existing data warehouse
Adds a semantic layer rather than providing its own query execution engine
Row-level security and AI features are outside its stated feature set

Quick Picks by What You Need

Best overallCube9.4
Teams needing a complete governed semantic layer
Visit Cube
Lowest priceHoneydew9.0
Paid plans from $20/user/mo
Visit Honeydew
Best free optionCube9.4
Has a free plan
Visit Cube

All 15 Metriql Alternatives, Ranked

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.

1
Cube
Best forTeams needing a complete governed semantic layer
- Better than Metriql:
- Editor score 9.4 vs 7.3
A governed semantic layer for teams building internal and embedded analytics.
- Row-level security
- Query API
- Governed metrics
Free plan Our Cube verdict → Visit Cube
9.4/10★★★★★
Visit Cube
2
AtScale
Best forEnterprise BI and governed metrics programs
- Better than Metriql:
- Editor score 9.3 vs 7.3
A strong fit for enterprise teams standardizing governed metrics across BI and AI.
- Row-level security
- Query API
- Governed metrics
Free plan · pricing on request · 14-day trial Our AtScale verdict → Visit AtScale
9.3/10★★★★★
Visit AtScale
3
GoodData
Best forEmbedded and multitenant analytics teams
- Better than Metriql:
- Editor score 9.1 vs 7.3
A strong fit for teams building governed, embedded analytics across multiple data sources.
- Row-level security
- Query API
- Governed metrics
Pricing on request · 30-day trial Our GoodData verdict → Visit GoodData
9.1/10★★★★★
Visit GoodData
4
Honeydew
Best forTeams wanting affordable governed analytics APIs
- Better than Metriql:
- Editor score 9.0 vs 7.3
Affordable governed analytics APIs with strong modeling, access controls, and BI connectivity.
- Row-level security
- Query API
- Governed metrics
14-day trial Our Honeydew verdict → Visit Honeydew
9.0/10★★★★☆
Visit Honeydew
5
Starburst Enterprise Context Layer
Best forFederated data product and metrics governance
- Better than Metriql:
- Editor score 8.9 vs 7.3
A governed semantic layer for federated data products, metrics, BI, APIs, and AI agents.
- Row-level security
- Query API
- Governed metrics
Free plan · 30-day trial Our Starburst Enterprise Context Layer verdict → Visit Starburst
8.9/10★★★★☆
Visit Starburst
6
Looker
Best forEstablished teams using LookML and embedded BI
- Better than Metriql:
- Editor score 8.8 vs 7.3
A broad LookML-based BI platform for governed analytics, APIs, and embedded experiences.
- Row-level security
Pricing on request Our Looker verdict → Visit Looker
8.8/10★★★★☆
Visit Looker
7
Kyligence
Best forMultidimensional enterprise analytics
- Better than Metriql:
- Editor score 8.7 vs 7.3
A broad semantic layer for governed, multidimensional enterprise analytics.
- Row-level security
- Query API
- Governed metrics
Pricing on request Our Kyligence verdict → Visit Kyligence
8.7/10★★★★☆
Visit Kyligence
8
Kyvos
Best forHigh-scale multidimensional BI deployments
- Better than Metriql:
- Editor score 8.6 vs 7.3
A governed semantic layer for multidimensional analytics across cloud and on-premises data.
- Row-level security
- Query API
- Governed metrics
Our Kyvos verdict → Visit Kyvos
8.6/10★★★★☆
Visit Kyvos
9
Strata
Best forGit-centered semantic modeling teams
- Better than Metriql:
- Editor score 8.5 vs 7.3
A Git-centered semantic layer for governed metrics, safe blending, and self-service analytics.
- Row-level security
- Query API
- Governed metrics
Free plan Our Strata verdict → Visit Strata
8.5/10★★★★☆
Visit Strata
10
dbt Semantic Layer
Best fordbt teams defining metrics as code
- Better than Metriql:
- Editor score 8.4 vs 7.3
A dbt-native semantic layer for version-controlled metrics, joins, lineage, and query APIs.
- Query API
- Governed metrics
- Dimensions and joins
Free plan Our dbt Semantic Layer verdict → Visit dbt Labs
8.4/10★★★★☆
Visit dbt Labs
11
Holistics
Best forLarge teams needing governed embedded analytics
- Better than Metriql:
- Editor score 8.3 vs 7.3
A governed analytics platform for teams building embedded, code-managed BI.
- Row-level security
14-day trial Our Holistics verdict → Visit Holistics
8.3/10★★★★☆
Visit Holistics
12
Quaeris Semantic Layer
Best forTeams requiring certified metrics and auditability
- Better than Metriql:
- Editor score 8.2 vs 7.3
A governed metrics layer with strong security, lineage, and embedding features at a high entry price.
- Certified models
- Row-level security
- Query API
Our Quaeris Semantic Layer verdict → Visit Quaeris
8.2/10★★★★☆
Visit Quaeris
13
Omni Analytics
Best forModern cloud BI and workbook workflows
- Better than Metriql:
- Editor score 8.1 vs 7.3
A cloud BI platform combining governed metrics, workbooks, SQL, AI, and embedded analytics.
- Row-level security
Pricing on request Our Omni Analytics verdict → Visit Omni Analytics
8.1/10★★★★☆
Visit Omni Analytics
14
Rill Metrics SQL
Best forAffordable metrics APIs with open-source flexibility
- Better than Metriql:
- Editor score 8.0 vs 7.3
An affordable, open-source-friendly metrics layer with APIs, dashboards, and governed access.
- Row-level security
- Query API
- Governed metrics
30-day trial Our Rill Metrics SQL verdict → Visit Rill
8.0/10★★★★☆
Visit Rill
15
Sema
Best forTeams prioritizing auditable AI analytics
- Better than Metriql:
- Editor score 7.9 vs 7.3
Sema connects governed metrics, conversational queries, and audit evidence for AI analytics teams.
- Row-level security
- Query API
- Governed metrics
Free plan · 14-day trial Our Sema verdict → Visit Sema
7.9/10★★★★☆
Visit Sema

Metriql Alternatives: Common Questions

What is the best alternative to Metriql?

Cube: #1 in our Semantic Layer Software ranking, with an editor score of 9.4 out of 10. A governed semantic layer for teams building internal and embedded analytics.

Is there a free alternative to Metriql?

Yes. Cube, AtScale, Starburst Enterprise Context Layer, Strata and dbt Semantic Layer have a free plan or a free tier (6 of the 15 alternatives on this page).

What is the cheapest paid alternative to Metriql?

Of the alternatives here that publish a price, Honeydew starts lowest, at $20/user/mo.

Why do people look for Metriql alternatives?

Requires a self-hosted deployment and an existing data warehouse; Adds a semantic layer rather than providing its own query execution engine; Row-level security and AI features are outside its stated feature set.

How do I switch from Metriql?

Export your data from Metriql (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Metriql.

How to Switch from Metriql

Export your data from Metriql (most tools have an export in their settings).
Sign up for the alternative; start on its free plan or trial if it has one.
Import your export and set up the integrations your team relies on.
Run both side by side for a short while, then cancel Metriql.

Metriql vs Each Alternative

#	Tool	Free plan	Paid from	Governed metrics	Dimensions and joins	Row-level security	Deployment model	Score
21	Metriql		Free	Yes	Yes		Self_hosted	7.3
1	Cube	Yes	$40/user/mo	Yes	Yes	Yes	Hybrid	9.4
2	AtScale	Yes		Yes	Yes	Yes	Hybrid	9.3
3	GoodData	No		Yes	Yes	Yes	Hybrid	9.1
4	Honeydew	No	$20/user/mo	Yes	Yes	Yes	Hybrid	9.0
5	Starburst Enterprise Context Layer	Yes	$0.50/unit usage-based	Yes	Yes	Yes	Hybrid	8.9
6	Looker	No				Yes		8.8
7	Kyligence			Yes	Yes	Yes	Hybrid	8.7
8	Kyvos	No	$0.41/unit usage-based	Yes	Yes	Yes	Hybrid	8.6
9	Strata	Yes		Yes	Yes	Yes	Hybrid	8.5
10	dbt Semantic Layer	Yes		Yes	Yes		Cloud	8.4
11	Holistics	No	$800/mo			Yes		8.3
12	Quaeris Semantic Layer	No	$1,000/mo	Yes	Yes	Yes	Hybrid	8.2
13	Omni Analytics	No				Yes		8.1
14	Rill Metrics SQL	No	$20/seat/mo	Yes	Yes	Yes	Hybrid	8.0
15	Sema	Yes		Yes	Yes	Yes	Hybrid	7.9

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated 7 Oct 2026 · How we research and update