# Snowflake: how AI models rank it, October 2026

GTM AI Recommendation Index, October 2026 Edition. Named in 90 judge labels across 3 categories by 14 of 14 models. Page: https://gtm-ai-index.com/vendors/snowflake/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data warehouse and reverse ETL for marketing | 21% | 3 | 10% | 70 |
| Data management platforms | 0% | 20 | 11% | 19 |
| Customer intelligence and data science | 0% | 75 | 0% | 1 |

## What the models said for it

- "Snowflake + dbt Cloud + Hightouch is the most generally "best" marketing data warehouse + reverse ETL stack for a mid-market B2B company." (GPT-5.4 mini, Warehouse & ETL)
- "Snowflake is ideal for mid-sized B2B companies offering scalability, cross-cloud flexibility, and strong marketing platform integrations" (MiniMax M2.5, Warehouse & ETL)
- "Snowflake is the most popular for mid-market B2B companies due to its ease of use, strong performance, and excellent integrations." (Mistral Small, Warehouse & ETL)
- "Mid-market B2B with HubSpot/Salesforce CRM, ad platforms and a lean data team usually lands on Snowflake for long term governance" (Muse Glimmer 30B, Warehouse & ETL)

## And against it

- "Avoid Snowflake and enterprise ETL tools" (DeepSeek V4 Flash, Warehouse & ETL)
- "like Snowflake, Amazon Redshift, or Oracle Database if your team is small, your data volume is modest... cost and management complexity can outweigh the benefits" (Perplexity Sonar, DMP)
- "General Purpose Warehouses: (e.g., Snowflake via partner templates) — More control, harder setup, higher engineering overhead." (Qwen 3.7 Flash, Warehouse & ETL)
- "Snowflake lacks a permanent free tier (only 30-day trial), making it less ideal for long-term budget use." (MiniMax M2.5, Warehouse & ETL)

## 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 management platforms: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 20 of 159.
- Data warehouse and reverse ETL for marketing: 20% to 21%, +1. Inside the floor by 10 points · rank 3 of 83, unchanged.
- Customer intelligence and data science: 0% to 0%, ±0. Inside the floor by 11 points · rank 137 → 75 of 142.

## The company

Snowflake Inc.; https://www.snowflake.com; San Mateo, United States; founded 2012; about 1,400 employees (2019); public, SNOW on New York Stock Exchange. From Wikidata, fetched 2026-09-14.

## In its own words

What Snowflake's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The Snowflake AI Data Cloud - Mobilize Data, Apps, and AI (https://snowflake.com/)
- For: organizations (https://snowflake.com/)
- Price stated: Discover Snowflake pricing editions tailored to your security and compliance needs. Discover how you only pay for the storage and compute resources you use. (https://www.snowflake.com/pricing/?lang=ja)
- Free plan or trial: start for free (https://snowflake.com/)
- Customers named: Under Armour, Novo Nordisk, United Rentals, Booking.com, Fanatics, AT&T, Canva, Penske

## What it publishes

Every page snowflake.com exposes, read 2026-09-29: 11795 addresses. By kind, pages and the last 90 days:

- blog: 1589 pages, 7 in the last 90 days, latest 2026-09-28
- case study: 386 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 633 pages, 1 in the last 90 days, latest 2026-09-11
- conference or event: 139 pages, 9 in the last 90 days, latest 2026-10-27
- report or ebook: 900 pages, 0 in the last 90 days, latest undated
- comparison: 18 pages, 1 in the last 90 days, latest 2026-09-03
- template or tool: 5 pages, 0 in the last 90 days, latest 2025-12-09
- glossary or explainer: 131 pages, 0 in the last 90 days, latest 2026-04-02
- podcast or video: 315 pages, 0 in the last 90 days, latest undated
- news or press: 242 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-27 conference or event: Rotterdam https://www.snowflake.com/en/world-tour/rotterdam
- Recent: 2026-10-15 conference or event: New York City https://www.snowflake.com/en/world-tour/nyc
- Recent: 2026-09-30 conference or event: London https://www.snowflake.com/en/world-tour/london
- Recent: 2026-09-29 conference or event: Toronto https://www.snowflake.com/en/world-tour/toronto
- Recent: 2026-09-29 conference or event: Berlin https://www.snowflake.com/en/world-tour/berlin
- Recent: 2026-09-28 blog: Scaling mission ai lessons public sector https://www.snowflake.com/en/blog/scaling-mission-ai-lessons-public-sector/

## 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.