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

GTM AI Recommendation Index, October 2026 Edition. Named in 50 judge labels across 2 categories by 14 of 14 models. Page: https://gtm-ai-index.com/vendors/amazon-redshift/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data warehouse and reverse ETL for marketing | 0% | 13 | 16% | 44 |
| Data management platforms | 0% | 42 | 17% | 6 |

## What the models said for it

- "Redshift: Cluster-based with Serverless options — often most cost-effective for predictable, high-volume workloads on AWS." (DeepSeek V4 Flash, Warehouse & ETL)
- "A cloud data warehouse like Snowflake, Google BigQuery, or Amazon Redshift is ideal for mid-market B2B companies." (Mistral Small, Warehouse & ETL)
- "Alternative: Amazon Redshift (if you're already using AWS), but it's less user-friendly for non-technical teams." (Mistral Small, Warehouse & ETL)
- "Best for: Marketing teams whose engineering counterparts already host the company's core infrastructure on AWS." (Gemini 3.5 Flash, Warehouse & ETL)

## And against it

- "*Avoid (usually):* ... Amazon Redshift (requires more manual maintenance and tuning" (Gemini 3.5 Flash, Warehouse & ETL)
- "Amazon Redshift (Avoid unless you have a dedicated, expert DevOps team)" (Gemini 3.5 Flash, Warehouse & ETL)
- "Redshift (requires too much manual database administration)" (Gemini 3.5 Flash, Warehouse & ETL)
- "like Snowflake, Amazon Redshift, or Oracle Database if your team is small... cost and management complexity can outweigh the benefits" (Perplexity Sonar, DMP)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Data warehouse and reverse ETL for marketing: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 13 of 83.
- Data management platforms: 0% to 0%, ±0. Inside the floor by 11 points · rank 38 → 42 of 159.

## 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://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.