# GCP Dataflow: 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/gcp-dataflow

## 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% | 58 | 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 GCP Dataflow, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- integrate.io: 2
- airbyte.com: 1
- astera.com: 1
- blog.coupler.io: 1
- celestinfo.com: 1
- datanimbus.com: 1
- dev.to: 1
- domo.com: 1
- dwhpro.com: 1
- en.wikipedia.org: 1

### Pages cited

- https://airbyte.com/data-engineering-resources/best-tools-replace-legacy-etl-systems-enterprises: 1
- https://astera.com/type/blog/data-integration-tools-for-businesses: 1
- https://blog.coupler.io/etl-tools: 1
- https://celestinfo.com/talend-cloud-vs-open-studio.html: 1
- https://datanimbus.com/blog/beyond-basics-what-modern-etl-tools-are-still-lacking: 1
- https://dev.to/techsourabh/5-best-etl-tools-a-comprehensive-comparison-guide-534b: 1
- https://domo.com/learn/article/etl-tools: 1
- https://dwhpro.com/replacing-legacy-etl-cloud-migration: 1

## 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.