ETL and ELT · Named, not rankedAstronomer
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Astronomer has 1.
Why models recommend it
No positive label carried a quote.
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Astronomer, over the 3 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 3 | 2 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 1 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 1 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Astronomer's own site, not checked by Gane.
- For
- data teams
- Price stated
- Flexible, usage-based pricing for teams of all sizes.
- Starting price
- 0.35/hr
- Free plan or trial
- Get Started Free
- Certifications
- GDPR, PCI DSS, SOC 2 Type II, HIPAA
- Customers named
- Booking.com, Together AI, Janus Henderson Investors, OpenAI, GitHub, Stripe, American Express, LinkedIn
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 2 of the 3 answers that named Astronomer and are not a share of its labels.
Domains cited
Ten of the eleven domain citations in answers naming Astronomer came from a third party's page. One was to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
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 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 301 | 13 | 2026-10-01 | ETL, IaC | |
| Glossary or explainer | 274 | 0 | 2025-12-17 | ETL, Object storage | |
| Webinar or virtual event | 211 | undated | ETL, Orchestration | ||
| Podcast or video | 103 | 0 | 2022-09-14 | ETL, Data observability | |
| Report or ebook | 68 | undated | ETL | ||
| Conference or event | 46 | 0 | 2025-07-23 | ||
| Case study | 44 | 0 | 2024-11-15 | ||
| News or press | 36 | undated | |||
| Comparison | 22 | 2 | 2026-09-30 | ||
| Template or tool | 3 | 0 | 2026-01-05 |
Most recent
- 2026-10-01Airflow now available within chatgpt blog
- 2026-09-30Whats new for developers using astro ide vs code and a first look at whats next comparison
- 2026-09-29Astronomer data engineering benchmark blog
- 2026-09-22What jev will do to data engineering blog
- 2026-09-21Durable execution with apache airflow blog
- 2026-09-17Whats new in otto your airflow expert now available with any agent blog
How it is countedHide how it is counted
Every page astronomer.io 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.