# BigQuery: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 87 judge labels across 5 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/bigquery

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 21% | 2 | 8% | 75 |
| [Web analytics](https://www.gane.ai/index/gtm/gtm-data/web-analytics/index.md) | 2% | 15 | 50% | 2 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 38 | 25% | 8 |
| [Customer data platforms](https://www.gane.ai/index/gtm/gtm-data/customer-data-platforms/index.md) | 0% | 32 | 0% | 1 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 60 | 0% | 1 |

## What the models said for it

- "For most mid-market B2B companies, GA4 with BigQuery paired with CRM integration ... provides the best balance of capability, cost, and complexity." (MiniMax M2.5, Web analytics)
- "If your budget is lean and you rely heavily on GA4/Google Ads: Go with Google BigQuery (DW) + Hightouch or Census (Reverse ETL)." (Gemini 3.5 Flash, Warehouse & ETL)
- "Choose BigQuery if you're heavily invested in Google Marketing Platform (GA4, Google Ads) — the native exports make setup trivial" (Kimi K2, Warehouse & ETL)
- "Often the #1 choice for marketing teams because it natively connects to Google's marketing platforms without third-party ETL tools." (DeepSeek V4 Flash, Warehouse & ETL)

## And against it

- "Using Snowflake, BigQuery, or Databricks directly for marketing activation... they offer zero native activation" (Qwen 3.7 Flash, Warehouse & ETL)
- "can become expensive to migrate away from due to proprietary storage formats and integration dependencies" (DeepSeek V4 Flash, DMP)
- "Privacy concerns (cookies), complex setup, sampling in high-volume. Less B2B-native than event tools." (Grok 4.20, Web analytics)
- "marketing teams should be careful if they need tight cost control and predictable execution at scale" (GPT-5.4 mini, Warehouse & ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 2 | 0 | 0 | 4 |
| GPT-5.4 mini | 2 | 4 | 0 | 1 | 7 |
| Gemini 3.5 Flash | 3 | 5 | 0 | 0 | 8 |
| Perplexity Sonar | 2 | 2 | 1 | 0 | 5 |
| Grok 4.20 | 3 | 4 | 1 | 1 | 9 |
| Mistral Small | 2 | 4 | 0 | 0 | 6 |
| DeepSeek V4 Flash | 5 | 1 | 0 | 1 | 7 |
| Llama 4 Maverick | 0 | 3 | 2 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 4 | 0 | 2 | 7 |
| Kimi K2 | 2 | 3 | 1 | 1 | 7 |
| GLM 4.7 FlashX | 2 | 2 | 1 | 0 | 5 |
| MiniMax M2.5 | 4 | 1 | 1 | 1 | 7 |
| GPT-6 Luna | 2 | 2 | 1 | 1 | 6 |
| Muse Glimmer 30B | 1 | 1 | 1 | 1 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named BigQuery, from 208 of the 245 answers that named it (only the models that return a source list).

### Domains cited

- skyvia.com: 83
- hightouch.com: 82
- aboutmartech.com: 71
- gane.ai/index: 71
- datachannel.co: 68
- improvado.io: 66
- hevodata.com: 57
- toolradar.com: 57
- leadjourney.io: 53
- g2.com: 43

### Pages cited

- https://skyvia.com/blog/best-reverse-etl-tools: 60
- https://datachannel.co/blogs/top-reverse-etl-tools-2024: 53
- https://leadjourney.io/blog/best-marketing-data-warehouse: 53
- https://toolradar.com/guides/best-reverse-etl-tools: 50
- https://hevodata.com/etl-tools/reverse-etl: 48
- https://aboutmartech.com/blog/reverse-etl-tools: 41
- https://improvado.io/blog/best-reverse-etl-tools: 41
- https://zoho.com/dataprep/top-reverse-etl-tools.html: 41

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. From Wikidata, fetched 2026-09-14.

## In its own words

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

- Positioning: Autonomous data to AI platform for analytics and data science. (https://cloud.google.com/)
- Price stated: BigQuery compared to cloud data warehouse alternatives (https://cloud.google.com/)
- Customers named: MLB

## What it publishes

Every page cloud.google.com exposes, read 2026-09-29: 79 addresses. By kind, pages and the last 90 days:

- blog: 37 pages, 14 in the last 90 days, latest 2026-09-28
- case study: 19 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 0 in the last 90 days, latest undated
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Storage optimized z4d vm and bare metal instances https://cloud.google.com/blog/products/compute/storage-optimized-z4d-vm-and-bare-metal-instances
- Recent: 2026-09-28 blog: Accelerate geospatial coding with ai in google earth engine https://cloud.google.com/blog/products/data-analytics/accelerate-geospatial-coding-with-ai-in-google-earth-engine
- Recent: 2026-09-25 blog: Storage intelligence advisor and batch operations updates https://cloud.google.com/blog/products/storage-data-transfer/storage-intelligence-advisor-and-batch-operations-updates
- Recent: 2026-09-25 blog: Memorystore for valkey 9 1 3x qps caching https://cloud.google.com/blog/products/databases/memorystore-for-valkey-9-1-3x-qps-caching
- Recent: 2026-09-25 blog: 2026 gartner magic quadrant for container management https://cloud.google.com/blog/products/containers-kubernetes/2026-gartner-magic-quadrant-for-container-management
- Recent: 2026-09-24 blog: Gemini 3 8 live with live avatar is now generally available https://cloud.google.com/blog/products/ai-machine-learning/gemini-3-8-live-with-live-avatar-is-now-generally-available

## Record

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