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Index › IT › Products › Amazon Redshift · November 2026 Edition
2 categories · Ranked

Amazon Redshift

Amazon Redshift is a cloud data warehouse from AWS · aws.amazon.com ↗

#3Best rank (enterprise)
14/14Models named it
4First choices
46Warnings
November 2026 Edition · all company sizes counted.
Ranked inData warehouses #3 enterpriseETL and ELT #35
What AI models recommend in data warehouses

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Small business
Asked for a small B2B company
#3 of 61 named for small business
Share of first picks3%

Google BigQuery is first at 69%.

Mid-market
Asked for a mid-market B2B company
#5 of 44 named for mid-market
Share of first picks0%

Snowflake is first at 62%. 0 of 14 models made it the first choice when asked directly.

Enterprise
Asked for an enterprise B2B company
#3 of 47 named for enterprise
Share of first picks5%

Snowflake is first at 70%.

Why models recommend it

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

What gives them pause

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

Also on the shortlist

The products named in the same answers as Amazon Redshift, over the 231 answers that named it, and how often each was the first choice instead.

ProductNamed togetherPicked instead
Google BigQuery
22576View →
Snowflake
22490View →
Databricks SQL
1461View →
Microsoft Fabric Data Warehouse
701View →
Azure Synapse Analytics
640View →
ClickHouse Cloud
554View →
MotherDuck
346View →
Firebolt
190View →
Teradata Vantage
190View →
Oracle Autonomous Data Warehouse
120View →

What the models named instead of Amazon Redshift →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Amazon Redshift's own site, not checked by Gane.

Customers named
Moments Lab, March Networks, Precisely, Indeed, Zeta Global, Pendulum, Georgia-Pacific, Sysco
Also from Amazon
Amazon API Gateway, Amazon API Gateway HTTP APIs, Amazon AppStream 2.0, Amazon Athena, Amazon Athena Federated Query, Amazon Aurora and 48 more
Visit aws.amazon.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Amazon Redshift came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 193 of the 231 answers that named Amazon Redshift and are not a share of its labels.

Domains cited

clickhouse.com79
double.cloud57
atlan.com53
g2.com51
fivetran.com45
kanerika.com45
cloud.google.com40
infoworld.com38
linkedin.com36
motherduck.com33

477 of the 477 domain citations in answers naming Amazon Redshift came from a third party's page.

Pages cited

atlan.com/best-cloud-data-warehouses53
clickhouse.com/blog/cloud-data-warehouses-cost-performance-comparison42
double.cloud/blog/posts/2024/09/cloud-data-warehouse-solutions42
fivetran.com/blog/warehouse-benchmark39
g2.com/categories/data-warehouse/small-business32
infoworld.com/article/4137452/buyers-guide-comparing-the-leading-cloud-data-platforms.html32
fortegrp.com/insights/best-cloud-data-warehouse31
tinybird.co/blog/best-cloud-data-warehouse29

Pages are listed as the models cited them.

By model

How each model answered on Amazon Redshift across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.502204
GPT-5.4 mini02215
Gemini 3.5 Flash04116
Perplexity Sonar04116
Grok 4.2004127
Mistral Small03216
DeepSeek V4 Flash04015
Llama 4 Maverick02114
Qwen 3.7 Flash05016
Kimi K205106
GLM 4.7 FlashX03216
MiniMax M2.505005
GPT-6 Luna04116
Muse Glimmer 30B02305

What it publishes

Addresses on aws.amazon.com
280,316
subdomains included
Content
42,799
counted in the table below
Documentation
2,345
Product · Integration
3,213 · 49,021
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog27,117undatedAPI gateways, ETL
Glossary or explainer6,521undatedETL, MFA
Case study2,47602019-03-01WAF, Observability
Webinar or virtual event2,057162026-07-01Streaming, API gateways
Comparison1,52102025-09-01Object storage, ETL
Conference or event1,48202025-11-01Vector databases
Report or ebook1,090162026-09-01WAF, NoSQL
Podcast or video351undatedETL
Template or tool15002025-05-01
News or press34undated

Most recent

Events in person

The twelve months before September 28, 2026

As the event pages on aws.amazon.com state them, read September 28, 2026.

How it is countedHide how it is counted

Every page aws.amazon.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 28, 2026.