Snowflake vs ClickHouse Cloud
Fourteen 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 eleven and Snowflake carries 78 labels and ClickHouse Cloud 26, so the shares are not directly comparable.
Named in six 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 November 2026 Edition, Snowflake and ClickHouse Cloud were named in the same answer fifty-nine times, of the 280 answers naming Snowflake and the 204 naming ClickHouse Cloud. In those answers ClickHouse Cloud took the first choice four times and Snowflake eighteen.
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 an alternative
14 of 14 modelsClickHouse Cloud was named in the answer but not as the choice, or not at all.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
Snowflake20%#2 of 10ClickHouse Cloud2%#5 of 10Snowflake62%#1 of 8ClickHouse Cloud4%#3 of 8Snowflake70%#1 of 8ClickHouse Cloud0%#7 of 8What the models said about Snowflake
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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 · negative prompt · soft negative
“Snowflake when spending must be very simple or tightly bounded: Credit-based compute can be manageable, but it needs guardrails.” GPT-6 Luna · negative prompt · soft negative
“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 · negative prompt · soft negative
“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 · paraphrase prompt · first choice
“Snowflake | Turnkey data warehousing, ease of use, cross-cloud flexibility | Extremely easy to manage, great UI/UX, strong ecosystem” Gemini 3.5 Flash · scale prompt · first choice
“Snowflake: Excellent for mid-market. Strong in separation of storage/compute, multi-cloud, data sharing, and ease of use.” Grok 4.20 · scale 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. Five of five in this category shown.
“often favor specialized engines like ClickHouse for cost/performance at scale” Grok 4.20 · comparative prompt · soft negative
“more specialized and less "all‑in‑one" for a typical mid‑size B2B stack” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Best for Raw Cost Efficiency: ClickHouse Cloud ... order-of-magnitude better value (often 10x cheaper)” Qwen 3.7 Flash · budget prompt · first choice
“ClickHouse Cloud is consistently shown as the cost-performance leader.” Muse Glimmer 30B · budget prompt · first choice
“if your workloads are event-centric and latency-sensitive, ClickHouse or Firebolt will likely give you the best price-performance” MiniMax M2.5 · comparative prompt · alternative
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.