# AWS Glue: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 26 judge labels across 3 categories by 11 of 14 models. Page: https://www.gane.ai/index/it/vendors/aws-glue

## 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% | 13 | 22% | 23 |
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 79 | 50% | 2 |
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 27 | 0% | 1 |

## What the models said for it

- "Stack B: Cloud-Native / Low-Code (Cost: Pay-as-you-go) 1. Pipeline & Transformation: Azure Data Factory or AWS Glue." (Gemini 3.5 Flash, ETL)
- "Choose Glue, Data Factory, or Dataflow when most infrastructure already runs on AWS, Azure, or Google Cloud." (Perplexity Sonar, ETL)
- "Choose AWS Glue / Azure Data Factory if your infrastructure is strictly hosted on a single cloud platform" (Gemini 3.5 Flash, ETL)
- "For specific clouds: Stick to the native tool (e.g., AWS Glue) to minimize integration friction." (Grok 4.20, ETL)

## And against it

- "Usage-based pricing (pay-as-you-go) can keep costs low for cloud-native companies... Avoid if you're not already in AWS." (Grok 4.20, Data virtualization)
- "AWS Glue lacks built-in version control for scripts, workflows, and job configurations" (Claude Haiku 4.5, ETL)
- "AWS Glue (outside AWS) | Deep vendor lock-in; limited if you're multi-cloud" (DeepSeek V4 Flash, ETL)
- "AWS Glue + Step Functions (if deep in AWS, but more engineering-heavy)" (Grok 4.20, ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 1 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 4 | 5 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 3 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named AWS Glue, from 78 of the 89 answers that named it (only the models that return a source list).

### Domains cited

- integrate.io: 34
- airbyte.com: 33
- g2.com: 29
- hevodata.com: 23
- weld.app: 20
- fivetran.com: 18
- skyvia.com: 16
- thectoclub.com: 15
- scmgalaxy.com: 14
- sourceforge.net: 14

### Pages cited

- https://weld.app/blog/etl-tools-compared: 18
- https://airbyte.com/top-etl-tools-for-sources/etl-tools: 14
- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 14
- https://techrepublic.com/article/etl-tools: 14
- https://g2.com/categories/data-virtualization/small-business: 13
- https://zapier.com/blog/etl-tools: 13
- https://fivetran.com/learn/etl-tools: 12
- https://designrush.com/agency/it-services/trends/data-integration-tools: 10

## In its own words

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

- Positioning: serverless streaming ETL (https://aws.amazon.com/blogs/aws/new-serverless-streaming-etl-with-aws-glue)
- For: applications in production (https://aws.amazon.com/blogs/aws/new-serverless-streaming-etl-with-aws-glue)
- Price stated: AWS Glue 6.0 is also priced 30 percent lower per DPU-hour than AWS Glue 5.1 (https://aws.amazon.com/blogs/big-data/build-declarative-etl-pipelines-with-aws-glue-6-0)
- Integrations claimed: 20 (https://aws.amazon.com/blogs/big-data/introducing-amazon-q-data-integration-in-aws-glue)
- Hosting: all regions where Glue is offered, every AWS Region where Amazon Q is available

## 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.