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TamedTable, AI ETL in Natural Language

Details

External ID
49142102
Source
HN
Company
—
Product
TamedTable, AI ETL in Natural Language
Website domain
tamedtable.com
Launched
Aug. 2, 2026
Cohort
—
Upvotes
9
Upvotes percentile
0.5309139784946236
Tags
—
Fetched at
Sept. 10, 2026, 5:32 a.m.
Updated at
Sept. 10, 2026, 5:32 a.m.

Description

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

Enrichment

Theme
database infrastructure and developer tools
Vertical
Horizontal
Function
Workflow automation
Audience
B2B
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
etl pipeline builder using natural language
Manually corrected
False

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 — 40 launches clear the similarity bar, closest 8 shown.

Attention rank: #21 of 41 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 275 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a workflow automation tool for Real estate yet.