# Meltano: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 9 judge labels across 1 categories by 7 of 12 models. Page: https://it-ai-index.com/vendors/meltano/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| ETL and ELT | 0% | 16 | 0% | 9 |

## What the models said for it

- "Choose Meltano + dbt Core if you have a developer-heavy team that wants a code-first, version-controlled pipeline" (Gemini 3.5 Flash, ETL)
- "Meltano: An open-source, CLI-first tool built on the Singer standard." (Gemini 3.5 Flash, ETL)
- "Code‑first, Git‑managed, covers extraction → loading → orchestration" (GLM 4.7 FlashX, ETL)
- "Open-source with better architecture | Meltano, Apache Airflow" (Kimi K2, ETL)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.