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Dev.to
7/10/2026
From Natural Language to SQL with AI: Building an Intelligent SQL Query Generator Using Hugging Face and Streamlit

From Natural Language to SQL with AI: Building an Intelligent SQL Query Generator Using Hugging Face and Streamlit

Short summary

A tutorial on building a Text-to-SQL application using Hugging Face's T5 model and Streamlit, enabling users to query databases via natural language. It covers architecture, code snippets, real-world use cases, and security best practices like read-only permissions and SQL validation. The article also references open-source projects like Vanna and LangChain for production-ready approaches.

  • Build a Text-to-SQL app with Hugging Face T5 and Streamlit
  • Covers architecture, code examples, and security best practices
  • References open-source alternatives like Vanna and LangChain

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