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

Gane Index, November 2026 Edition. Named in 77 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/amazon-redshift

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 0% | 5 | 14% | 76 |
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 35 | 0% | 1 |

## What the models said for it

- "If you're already using AWS or Microsoft tools, Redshift or Azure Synapse Analytics, respectively, may be more cost-effective" (Mistral Small, Data warehouses)
- "If you're AWS-native: Start with Redshift. Deep integration, lower friction, competitive pricing on commitment." (Qwen 3.7 Flash, Data warehouses)
- "Amazon Redshift | AWS shops, cost-effective at scale | Tight AWS integration, RA3 instances improve scalability" (MiniMax M2.5, Data warehouses)
- "Other options to consider include ClickHouse Cloud, Snowflake, Databricks, Amazon Redshift, and Microsoft Fabric." (Llama 4 Maverick, Data warehouses)

## And against it

- "Avoid Redshift (unless you're an AWS-only shop with DBA resources)" (DeepSeek V4 Flash, Data warehouses)
- "Be cautious with: Amazon Redshift (older architecture, limited compute/storage separation, scaling granularity)." (GLM 4.7 FlashX, Data warehouses)
- "classic Provisioned Redshift still requires significant database administration ... it can feel maintenance-heavy" (Gemini 3.5 Flash, Data warehouses)
- "Tools like Snowflake, BigQuery, and Redshift are optimized for structured business intelligence (BI) and reporting." (Mistral Small, Data warehouses)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-5.4 mini | 0 | 2 | 2 | 1 | 5 |
| Gemini 3.5 Flash | 0 | 4 | 1 | 1 | 6 |
| Perplexity Sonar | 0 | 4 | 1 | 1 | 6 |
| Grok 4.20 | 0 | 4 | 1 | 2 | 7 |
| Mistral Small | 0 | 3 | 2 | 1 | 6 |
| DeepSeek V4 Flash | 0 | 4 | 0 | 1 | 5 |
| Llama 4 Maverick | 0 | 2 | 1 | 1 | 4 |
| Qwen 3.7 Flash | 0 | 5 | 0 | 1 | 6 |
| Kimi K2 | 0 | 5 | 1 | 0 | 6 |
| GLM 4.7 FlashX | 0 | 3 | 2 | 1 | 6 |
| MiniMax M2.5 | 0 | 5 | 0 | 0 | 5 |
| GPT-6 Luna | 0 | 4 | 1 | 1 | 6 |
| Muse Glimmer 30B | 0 | 2 | 3 | 0 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named Amazon Redshift, from 193 of the 231 answers that named it (only the models that return a source list).

### Domains cited

- clickhouse.com: 79
- double.cloud: 57
- atlan.com: 53
- g2.com: 51
- fivetran.com: 45
- kanerika.com: 45
- cloud.google.com: 40
- infoworld.com: 38
- linkedin.com: 36
- motherduck.com: 33

### Pages cited

- https://atlan.com/best-cloud-data-warehouses: 53
- https://clickhouse.com/blog/cloud-data-warehouses-cost-performance-comparison: 42
- https://double.cloud/blog/posts/2024/09/cloud-data-warehouse-solutions: 42
- https://fivetran.com/blog/warehouse-benchmark: 39
- https://g2.com/categories/data-warehouse/small-business: 32
- https://infoworld.com/article/4137452/buyers-guide-comparing-the-leading-cloud-data-platforms.html: 32
- https://fortegrp.com/insights/best-cloud-data-warehouse: 31
- https://tinybird.co/blog/best-cloud-data-warehouse: 29

## 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/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.