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Semantic Layer vs Text-to-SQL: When Each Wins, and Why Mature Teams Use Both

This story is from 2026-09-17. It is preserved in the archive; the latest stories are on the live feed.

Half the market is evaluating text-to-SQL against a semantic layer, as if it were a choice. One turns language into a query. The other decides whether that query is allowed to mean what it says. They operate at different layers Text-to-SQL Semantic layer Responsibility Parse intent, emit syntax Res…

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  1. 2026-09-17 14:53 · DEV Community — AI
    Semantic Layer vs Text-to-SQL: When Each Wins, and Why Mature Teams Use Both

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