Data warehouse and reverse ETL for marketing · Named, not rankedMeltano
Meltano is an open source EL (extract and load) tool for data engineers, used to build data pipelines as code with a command-line interface and CI/CD workflows · meltano.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Meltano has 4.
Why models recommend it
“Meltano: An open-source, CLI-first ELT tool that runs for $0 via GitHub Actions or small scripts.”Gemini 3.5 Flash · Budget-constrained question · alternative
“Airbyte (open-source) or Meltano”Grok 4.20 · Budget-constrained question · alternative
What gives them pause
“Marketing teams without dedicated data engineers won't be able to deploy or maintain Meltano”Claude Haiku 4.5 · Negative question · warning
Also on the shortlist
The products named in the same answers as Meltano, over the 5 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 4 | 2 | View → | |
| 4 | 2 | View → | |
| 4 | 1 | View → | |
| 4 | 1 | View → | |
| 3 | 1 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Meltano's own site, not checked by Gane.
- For
- data engineers
- Price stated
- Open source and free to use, with paid support options
- Starting price
- 200 compute hours / mo
- Free plan or trial
- Open source and free to use
- Integrations
- 600
- Customers named
- CitySprint, Little Bike Company, Resident Advisor, MVF, Consil, IFG, Lotus Labs, Session Climbing
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 4 of the 5 answers that named Meltano and are not a share of its labels.
Domains cited
Seventeen of the seventeen domain citations in answers naming Meltano came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 293 | undated | |||
| Podcast or video | 24 | undated | |||
| Report or ebook | 22 | undated | |||
| Comparison | 12 | undated | |||
| Case study | 6 | undated | |||
| Glossary or explainer | 3 | undated | |||
| Template or tool | 2 | undated |
How it is countedHide how it is counted
Every page meltano.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.