# Meltano: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/meltano

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 34 | 25% | 4 |

## What the models said for it

- "Meltano: An open-source, CLI-first ELT tool that runs for $0 via GitHub Actions or small scripts." (Gemini 3.5 Flash, Warehouse & ETL)
- "Airbyte (open-source) or Meltano" (Grok 4.20, Warehouse & ETL)

## And against it

- "Marketing teams without dedicated data engineers won't be able to deploy or maintain Meltano" (Claude Haiku 4.5, Warehouse & ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Meltano, from 4 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- aboutmartech.com: 3
- improvado.io: 3
- hightouch.com: 2
- integrate.io: 2
- kleene.ai: 2
- cdp.com: 1
- coldiq.com: 1
- cometly.com: 1
- datachannel.co: 1
- dinmo.com: 1

### Pages cited

- https://improvado.io/blog/best-reverse-etl-tools: 3
- https://kleene.ai/blog/reverse-etl-tools: 2
- https://aboutmartech.com/blog/reverse-etl-pricing: 1
- https://aboutmartech.com/blog/reverse-etl-tools: 1
- https://aboutmartech.com/blog/warehouse-native-activation: 1
- https://cdp.com/articles/reverse-etl-vs-cdp: 1
- https://cdp.com/glossary/reverse-etl: 1
- https://coldiq.com/tools/census: 1

## In its own words

What Meltano's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The only EL tool built for data engineers (https://meltano.com/)
- For: data engineers (https://meltano.com/)
- Price stated: Open source and free to use, with paid support options (https://meltano.com/)
- Starting price: 200 compute hours / mo (https://meltano.com/pricing)
- Free plan or trial: Open source and free to use (https://meltano.com/case-studies)
- Integrations claimed: 600 (https://meltano.com/)
- Customers named: CitySprint, Little Bike Company, Resident Advisor, MVF, Consil, IFG, Lotus Labs, Session Climbing

## What it publishes

Every page meltano.com exposes, read 2026-09-29: 524 addresses. By kind, pages and the last 90 days:

- blog: 293 pages, 0 in the last 90 days, latest undated
- case study: 6 pages, 0 in the last 90 days, latest undated
- report or ebook: 22 pages, 0 in the last 90 days, latest undated
- comparison: 12 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 3 pages, 0 in the last 90 days, latest undated
- podcast or video: 24 pages, 0 in the last 90 days, latest undated

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.