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Insight for: Show HN: DeepTable – an API that converts messy Excel files into structured data

DeepTable – an API that converts messy Excel files (with merged cells, multi-level headers, multiple tables, totals mixed with data) into SQL-ready relational tables with cell-level provenance.
Analyzed: Apr 1, 2026
DeepTable addresses a pervasive and costly data ingestion problem for enterprises: transforming complex, unstructured Excel data into usable, structured formats. The explicit mention of LLMs failing on 'complex workbooks at scale' highlights a significant gap this solution aims to fill. The ability to convert messy spreadsheets into 'SQL-ready relational tables with full cell-level provenance' is a critical value proposition for data engineering, analytics, and compliance. This directly impacts data quality, automation, and operational efficiency, reducing manual data cleaning efforts. Market implications are substantial for any organization relying on Excel for data exchange or storage, particularly in finance, supply chain, or operations. This product targets a fundamental data integration challenge, offering a robust, scalable solution where existing methods fall short. The API model facilitates seamless integration into existing data pipelines.
API semantic structure relational tables merged cells multi-level headers LLMs agent-guided compilation pipeline SQL-ready cell-level provenance