Snowflake vs ClickHouse Cloud
Eleven of fourteen models named Snowflake first on the direct prompt; zero named ClickHouse Cloud. Snowflake was named by fourteen of the fourteen models and ClickHouse Cloud by twelve and Snowflake carries 78 labels and ClickHouse Cloud 25, so the shares are not directly comparable.
Named in eight categories this edition.
Named in six categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 warehouses page.
By framing
SnowflakeFirst choices, of fourteen modelsClickHouse Cloud
Across every category in the October 2026 Edition, Snowflake and ClickHouse Cloud were named in the same answer sixty-seven times, of the 265 answers naming Snowflake and the 200 naming ClickHouse Cloud. In those answers ClickHouse Cloud took the first choice zero times and Snowflake nineteen.
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 4.20 | | | | | | |
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | | | |
Snowflake ClickHouse Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snowflake on the left and ClickHouse Cloud on the right.The direct prompt
Snowflake first, ClickHouse Cloud not the choice
11 of 14 modelsClickHouse Cloud was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 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
Snowflake24%#2 of 8ClickHouse Cloud0%#5 of 8Snowflake49%#1 of 8ClickHouse Cloud2%#4 of 8Snowflake62%#1 of 7ClickHouse Cloud0%#7 of 7What the models said about Snowflake
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“What to Avoid on a Tight Budget - Snowflake: ... It's typically the most expensive option.” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid Snowflake on a tight budget.” Muse Glimmer 30B · budget prompt · hard negative
“For a typical mid-sized B2B company, I'd recommend Snowflake because: 1. It provides the best balance of features, scalability, and flexibility” MiniMax M2.5 · paraphrase prompt · first choice
“If your team wants a platform that "just works" with almost zero database administration (DBA) overhead, Snowflake is the top recommendation.” Gemini 3.5 Flash · paraphrase prompt · first choice
“"Snowflake offers balance. Stable, reliable, and scalable, and with smart engine sizing and auto-suspend, it can be cost-effective too."” Muse Glimmer 30B · comparative prompt · first choice
What the models said about ClickHouse Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“startups like ClickHouse, Tinybird, or MotherDuck are popular, they carry different risks than established giants” GLM 4.7 FlashX · negative prompt · soft negative
“worth evaluating but may not yet have the maturity of the top three” Mistral Small · negative prompt · soft negative
“ClickHouse Cloud delivers the strongest overall cost-performance, with the lowest runtime × cost value.” Claude Haiku 4.5 · budget 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.