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TamedTable, AI ETL in Natural Language

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Hi HN, TamedTable is an LLM harness for data ETL.And yes, it was developed using AI, meaning you can take the entire specification and recreate it to your desires:https://github.com/ZSvedic/TamedTable

HN · launched Aug 2, 2026 · 9 upvotes (top 47%) · 0 views

Niche: ai devops and codebase management tools · 140 launches, 4 in the last 7 days ▼ -20% · Explore this niche →

Category and tags

  • Horizontal
  • Data infrastructure
  • B2B
  • AI-native
  • Commercial product

Visit website ↗ Source listing ↗

Could you build this?

Yes It is an interactive web frontend (or CLI) that reads tabular files (CSV, Parquet, JSONL), samples rows, and sends prompts to commercial LLM APIs to perform data transformations and return previewed tables.

Discussion

4 comments analyzed.

Concerns raised: Risk of running AI-generated queries on production databases with millions of rows, AI making unpredictable mistakes at scale vs. human controllability, Lack of trust in deterministic execution without human verification

Feature requests: Show exact queries in execution plan before running to spot outliers, Identify every edge case before generating the transformation flow

Competitors

Other products that read as similar to this one : 106 launches clear the similarity bar, closest 8 shown.

Attention rank: #53 of 107 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 275 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.