# Amazon Redshift: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 38 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/amazon-redshift

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 13 | 31% | 35 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 103 | 33% | 3 |

## What the models said for it

- "the best data warehouse is often Google BigQuery, Snowflake, or Amazon Redshift" (Mistral Small, Warehouse & ETL)
- "AWS-native organizations with existing Redshift or Glue investments usually find Redshift Serverless the lowest-friction option" (Claude Haiku 4.5, Warehouse & ETL)
- "Redshift: best when you're already deep in AWS; more traditional warehouse architecture." (GPT-5.4 mini, DMP)
- "Snowflake, BigQuery, or Redshift – all work well with modern reverse ETL tools" (Claude Haiku 4.5, Warehouse & ETL)

## And against it

- "Amazon Redshift (avoid for most marketing teams)" (DeepSeek V4 Flash, Warehouse & ETL)
- "Avoid: Redshift (higher maintenance)" (Grok 4.20, Warehouse & ETL)
- "Avoid at your size: Redshift (aging)" (Grok 4.20, Warehouse & ETL)
- "can become expensive to migrate away from due to proprietary storage formats and integration dependencies" (DeepSeek V4 Flash, DMP)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Amazon Redshift, from 93 of the 106 answers that named it (only the models that return a source list).

### Domains cited

- skyvia.com: 45
- hightouch.com: 40
- improvado.io: 37
- datachannel.co: 36
- hevodata.com: 34
- aboutmartech.com: 33
- funnel.io: 29
- gane.ai/index: 27
- leadjourney.io: 27
- supermetrics.com: 27

### Pages cited

- https://hevodata.com/etl-tools/reverse-etl: 29
- https://skyvia.com/blog/best-reverse-etl-tools: 29
- https://datachannel.co/blogs/top-reverse-etl-tools-2024: 27
- https://leadjourney.io/blog/best-marketing-data-warehouse: 27
- https://toolradar.com/guides/best-reverse-etl-tools: 26
- https://supermetrics.com/blog/marketing-data-warehousing: 24
- https://zoho.com/dataprep/top-reverse-etl-tools.html: 23
- https://astera.com/type/blog/reverse-etl-tools: 21

## The company

Amazon; http://amazon.com; Seattle, United States; founded 1994; about 1,500,000 employees (2023); public, AMZN on Nasdaq. From Wikidata, fetched 2026-09-14.

## In its own words

What Amazon Redshift'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/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.