# Astronomer: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/astronomer

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 47 | 0% | 1 |

## 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Astronomer, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- integrate.io: 2
- airbyte.com: 1
- ciopages.com: 1
- databricks.com: 1
- dataforgelabs.com: 1
- factorhouse.io: 1
- fivetran.com: 1
- gane.ai/index: 1
- getorchestra.io: 1
- inngest.com: 1

### Pages cited

- https://integrate.io/blog/best-etl-tools-for-large-scale-data-processing: 2
- https://airbyte.com/compare: 1
- https://airbyte.com/data-engineering-resources/best-tools-replace-legacy-etl-systems-enterprises: 1
- https://airbyte.com/top-etl-tools-for-sources/matillion-competitors: 1
- https://ciopages.com/buyer-guides/data-integration-etl: 1
- https://databricks.com/company/careers/engineering---pipeline/senior-software-engineer---ingestion-7934782002: 1
- https://dataforgelabs.com/data-platform: 1
- https://factorhouse.io/articles/linkedin-kafka-architecture: 1

## In its own words

What Astronomer's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The Best Place to Run Apache Airflow® (https://astronomer.io/)
- For: data teams (https://astronomer.io/)
- Price stated: Flexible, usage-based pricing for teams of all sizes. (https://www.astronomer.io/pricing)
- Starting price: 0.35/hr (https://www.astronomer.io/pricing)
- Free plan or trial: Get Started Free (https://astronomer.io/)
- Certifications: GDPR, PCI DSS, SOC 2 Type II, HIPAA
- Customers named: Booking.com, Together AI, Janus Henderson Investors, OpenAI, GitHub, Stripe, American Express, LinkedIn

## What it publishes

Every page astronomer.io exposes, read 2026-10-05: 3877 addresses. By kind, pages and the last 90 days:

- blog: 301 pages, 13 in the last 90 days, latest 2026-10-01
- case study: 44 pages, 0 in the last 90 days, latest 2024-11-15
- webinar or virtual event: 211 pages, 0 in the last 90 days, latest undated
- conference or event: 46 pages, 0 in the last 90 days, latest 2025-07-23
- report or ebook: 68 pages, 0 in the last 90 days, latest undated
- comparison: 22 pages, 2 in the last 90 days, latest 2026-09-30
- template or tool: 3 pages, 0 in the last 90 days, latest 2026-01-05
- glossary or explainer: 274 pages, 0 in the last 90 days, latest 2025-12-17
- podcast or video: 103 pages, 0 in the last 90 days, latest 2022-09-14
- news or press: 36 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-01 blog: Airflow now available within chatgpt https://www.astronomer.io/blog/airflow-now-available-within-chatgpt
- Recent: 2026-09-30 comparison: Whats new for developers using astro ide vs code and a first look at whats next https://www.astronomer.io/blog/whats-new-for-developers-using-astro-ide-vs-code-and-a-first-look-at-whats-next
- Recent: 2026-09-29 blog: Astronomer data engineering benchmark https://www.astronomer.io/blog/astronomer-data-engineering-benchmark
- Recent: 2026-09-22 blog: What jev will do to data engineering https://www.astronomer.io/blog/what-jev-will-do-to-data-engineering
- Recent: 2026-09-21 blog: Durable execution with apache airflow https://www.astronomer.io/blog/durable-execution-with-apache-airflow
- Recent: 2026-09-17 blog: Whats new in otto your airflow expert now available with any agent https://www.astronomer.io/blog/whats-new-in-otto-your-airflow-expert-now-available-with-any-agent

## Record

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