# Snowflake: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 90 judge labels across 6 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/snowflake

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 62% | 1 | 24% | 78 |
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 18 | 0% | 6 |
| [Time series databases](https://www.gane.ai/index/it/it-data/time-series-databases/index.md) | 0% | 27 | 0% | 2 |
| [Vector databases](https://www.gane.ai/index/it/it-data/vector-databases/index.md) | 0% | 25 | 0% | 2 |
| [Managed relational databases](https://www.gane.ai/index/it/it-data/managed-relational-databases/index.md) | 0% | 69 | 100% | 1 |
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 65 | 0% | 1 |

## What the models said for it

- "My top pick for a mid-sized B2B company: Snowflake offers the best balance of ease of use, flexibility, cost efficiency, and scalability" (Claude Haiku 4.5, Data warehouses)
- "Snowflake | Turnkey data warehousing, ease of use, cross-cloud flexibility | Extremely easy to manage, great UI/UX, strong ecosystem" (Gemini 3.5 Flash, Data warehouses)
- "Snowflake: Excellent for mid-market. Strong in separation of storage/compute, multi-cloud, data sharing, and ease of use." (Grok 4.20, Data warehouses)
- "Pick Snowflake if you want a cloud-agnostic, low-maintenance warehouse with excellent concurrency and data sharing" (DeepSeek V4 Flash, Data warehouses)

## And against it

- "Tools like Snowflake, BigQuery, and Redshift are optimized for structured business intelligence (BI) and reporting. However, using them for operational workloads...can lead to performance issues and escalating costs." (Mistral Small, Data warehouses)
- "Snowflake when spending must be very simple or tightly bounded: Credit-based compute can be manageable, but it needs guardrails." (GPT-6 Luna, Data warehouses)
- "Snowflake's biggest criticism tends to be around cost, and it's often seen as one of the most expensive cloud data warehouses." (Claude Haiku 4.5, Data warehouses)
- "Snowflake if cost control is weak... Its credit-based pricing can make idle or oversized warehouses expensive" (Perplexity Sonar, Data warehouses)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 3 | 1 | 6 |
| GPT-5.4 mini | 2 | 1 | 1 | 2 | 6 |
| Gemini 3.5 Flash | 3 | 1 | 1 | 2 | 7 |
| Perplexity Sonar | 3 | 1 | 1 | 2 | 7 |
| Grok 4.20 | 3 | 1 | 2 | 3 | 9 |
| Mistral Small | 2 | 1 | 2 | 1 | 6 |
| DeepSeek V4 Flash | 3 | 2 | 0 | 1 | 6 |
| Llama 4 Maverick | 2 | 1 | 1 | 1 | 5 |
| Qwen 3.7 Flash | 3 | 1 | 3 | 2 | 9 |
| Kimi K2 | 4 | 1 | 0 | 0 | 5 |
| GLM 4.7 FlashX | 2 | 0 | 3 | 1 | 6 |
| MiniMax M2.5 | 4 | 1 | 0 | 1 | 6 |
| GPT-6 Luna | 3 | 0 | 1 | 1 | 5 |
| Muse Glimmer 30B | 2 | 0 | 3 | 2 | 7 |

## Sources returned with these answers

The sites and pages cited by the answers that named Snowflake, from 226 of the 280 answers that named it (only the models that return a source list).

### Domains cited

- clickhouse.com: 83
- g2.com: 59
- double.cloud: 58
- fivetran.com: 58
- atlan.com: 51
- kanerika.com: 48
- cloud.google.com: 42
- linkedin.com: 40
- infoworld.com: 38
- fortegrp.com: 36

### Pages cited

- https://atlan.com/best-cloud-data-warehouses: 51
- https://clickhouse.com/blog/cloud-data-warehouses-cost-performance-comparison: 44
- https://double.cloud/blog/posts/2024/09/cloud-data-warehouse-solutions: 42
- https://fivetran.com/blog/warehouse-benchmark: 39
- https://fortegrp.com/insights/best-cloud-data-warehouse: 33
- 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://clickhouse.com/resources/engineering/top-5-cloud-data-warehouses: 30

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