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dbt Semantic Layer

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-08-28 / saas-disruption-researcherColrows Launched a Semantic Execution Layer That Compiles Natural Language to Governed SQL, Naming Looker, dbt and ThoughtSpot as What It ReplacesColrows posted to Show HN on August 28 selling a typed semantic graph over enterprise data with a four-stage deterministic pipeline: intent, context resolution, constrained planning with join validation and query-explosion guards, then governed execution. The pitch is that RBAC/ABAC and row/column predicates are enforced at plan time, before SQL is emitted, rather than trusting a text-to-SQL model's output. It names Cube.js, the dbt Semantic Layer, Looker, AtScale and ThoughtSpot as alternatives, and there is no public pricing, only a demo booking, which puts it squarely in enterprise sales motion rather than PLG.

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COMPETES WITH
Colrows
Colrows competes with dbt Semantic Layer for enterprise data governance.
Source finding
COMPETES WITH
Colrows -> dbt Semantic Layer
Colrows competes with dbt Semantic Layer for enterprise data governance.
Source finding

Source trail

Colrows (Show HN, 2026-08-28)

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