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

IT AI Recommendation Index, September 2026 Edition. Named in 18 judge labels across 1 categories by 9 of 12 models. Page: https://it-ai-index.com/vendors/aws-glue/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| ETL and ELT | 0% | 14 | 17% | 18 |

## What the models said for it

- "Already in the cloud (AWS, Azure, GCP) | AWS Glue, Azure Data Factory, or Google Cloud Dataflow" (MiniMax M2.5, ETL)
- "Azure Data Factory/AWS Glue if you're already committed to that cloud provider" (Claude Haiku 4.5, ETL)
- "Best for teams already in AWS that want Spark-based, serverless data processing." (Perplexity Sonar, ETL)
- "a cloud-native option like AWS Glue or a warehouse-centric stack may be enough" (GPT-5.4 mini, ETL)

## And against it

- "these visual transformation steps spin up massive Apache Spark clusters. They are highly resource-intensive and extremely expensive" (Gemini 3.5 Flash, ETL)
- "Glue retries only when the Spark job itself fails, ignoring data errors... Glue Workflows lack built-in dependency tracking" (Claude Haiku 4.5, ETL)
- "Popular but carries genuine cost and usability traps" (DeepSeek V4 Flash, ETL)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.