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Programming Tech Brief By HackerNoon

Programming Tech Brief By HackerNoon

Why Better Schema Modeling Beats Better Text-to-SQL Models

Programming Tech Brief By HackerNoon · Sep 18, 2026 · 13:00

0:0013:00

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This story was originally published on HackerNoon at: https://hackernoon.com/why-better-schema-modeling-beats-better-text-to-sql-models.
AI can generate SQL that runs perfectly and still returns the wrong number. The real problem may be your schema, joins and metric definitions.
Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #sql, #text-to-sql, #data-analysis, #llm, #ai-generated-sql, #schema-modeling, #semantic-layer, #database-schema, and more.

This story was written by: @jasonl888. Learn more about this writer by checking @jasonl888's about page, and for more stories, please visit hackernoon.com.

AI can generate SQL that runs perfectly and still returns the wrong number. The real problem may be your schema, joins and metric definitions.

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