BigQuery vs Snowflake
Zero of twelve models named BigQuery first on the direct prompt; zero named Snowflake. BigQuery was named by nine of the twelve models and Snowflake by ten and BigQuery carries 12 labels and Snowflake 19, so the shares are not directly comparable.
By Google Cloud Platform, founded 2008. Named in three categories this edition.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the data management platforms page.
By framing
BigQueryFirst choices, of twelve modelsSnowflake
Across every category in the September 2026 Edition, BigQuery and Snowflake were named in the same answer 208 times, of the 222 answers naming BigQuery and the 241 naming Snowflake. In those answers Snowflake took the first choice fifty-one times and BigQuery sixty.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | ||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | |
BigQuery Snowflake first choice named as an alternative argued againstblank: not namedEach cell is one answer, BigQuery on the left and Snowflake on the right.The direct prompt
Neither was named
12 of 12 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
BigQuery0%#11 of 13Snowflake0%#9 of 13Snowflake2%#8 of 13BigQuery0%#11 of 13What the models said about BigQuery
No label in this category carried a quote.
What the models said about Snowflake
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid Snowflake for sensitive data storage until security issues are resolved” Mistral Small · negative prompt · hard negative
“Choose Snowflake if your main goal is to build clean, fast, and secure business reports, dashboards, and standard analytics pipelines.” Gemini 3.5 Flash · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.