# Amazon Managed Workflows for Apache Airflow: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/amazon-managed-workflows-for-apache-airflow

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 16 | 10% | 10 |

## What the models said for it

- "use managed services like AWS MWAA, Astronomer, or GCP Cloud Composer" (Gemini 3.5 Flash, Orchestration)
- "AWS recommends moving to MWAA (Managed Workflows for Apache Airflow)" (Kimi K2, Orchestration)
- "Use Astronomer or AWS MWAA to outsource cluster management." (Gemini 3.5 Flash, Orchestration)
- "Managed Airflow (Astronomer, MWAA, Cloud Composer)" (GLM 4.7 FlashX, Orchestration)

## And against it

- "Managed Airflow services can quickly become expensive for small budgets." (Gemini 3.5 Flash, Orchestration)

## 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 | 2 | 3 | 1 | 6 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Amazon Managed Workflows for Apache Airflow, from 17 of the 29 answers that named it (only the models that return a source list).

### Domains cited

- getorchestra.io: 12
- kestra.io: 6
- github.com: 5
- research.isg-one.com: 5
- airbyte.com: 4
- linkedin.com: 4
- skyvia.com: 4
- bmc.com: 3
- dataworkers.io: 3
- dzone.com: 3

### Pages cited

- https://github.com/ismanf/just-system-design/blob/main/17-big-data/data-pipelines.md: 4
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_pipelines/2024: 4
- https://skyvia.com/blog/best-data-orchestration-tools: 4
- https://dzone.com/articles/airflow-vs-dagster-vs-prefect-which-scheduler-fits: 3
- https://endgrate.com/blog/10-data-orchestration-tools-features-guide-2024: 3
- https://vodworks.com/blogs/data-pipeline-tools: 3
- https://zapier.com/blog/workflow-orchestration-tools: 3
- https://airbyte.com/top-etl-tools-for-sources/data-orchestration-tools: 2

## In its own words

What Amazon Managed Workflows for Apache Airflow's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Customers named: Moments Lab, March Networks, Precisely, Indeed, Zeta Global, Pendulum, Georgia-Pacific, Sysco

## What it publishes

Every page aws.amazon.com exposes, read 2026-09-28: 280316 addresses. By kind, pages and the last 90 days:

- blog: 27117 pages, 0 in the last 90 days, latest undated
- case study: 2476 pages, 0 in the last 90 days, latest 2019-03-01
- webinar or virtual event: 2057 pages, 16 in the last 90 days, latest 2026-07-01
- conference or event: 1482 pages, 0 in the last 90 days, latest 2025-11-01
- report or ebook: 1090 pages, 16 in the last 90 days, latest 2026-09-01
- comparison: 1521 pages, 0 in the last 90 days, latest 2025-09-01
- template or tool: 150 pages, 0 in the last 90 days, latest 2025-05-01
- glossary or explainer: 6521 pages, 0 in the last 90 days, latest undated
- podcast or video: 351 pages, 0 in the last 90 days, latest undated
- news or press: 34 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-01 report or ebook: Sagemaker cicd notebook ai manifest https://aws.amazon.com/de/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest
- Recent: 2026-09-01 report or ebook: Sagemaker cicd notebook ai manifest https://aws.amazon.com/vi/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest/
- Recent: 2026-09-01 report or ebook: Sagemaker cicd notebook ai manifest https://aws.amazon.com/tr/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest/
- Recent: 2026-09-01 report or ebook: Sagemaker cicd notebook ai manifest https://aws.amazon.com/th/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest/
- Recent: 2026-09-01 report or ebook: Sagemaker cicd notebook ai manifest https://aws.amazon.com/tw/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest/
- Recent: 2026-09-01 report or ebook: Sagemaker cicd notebook ai manifest https://aws.amazon.com/es/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest/

## 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.