Amazon Redshift vs ClickHouse Cloud
Zero of fourteen models named Amazon Redshift first on the direct prompt; zero named ClickHouse Cloud. Amazon Redshift was named by fourteen of the fourteen models and ClickHouse Cloud by twelve and Amazon Redshift carries 80 labels and ClickHouse Cloud 25, so the shares are not directly comparable.
Named in three 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
Amazon RedshiftFirst choices, of fourteen modelsClickHouse Cloud
Across every category in the October 2026 Edition, Amazon Redshift and ClickHouse Cloud were named in the same answer sixty-seven times, of the 227 answers naming Amazon Redshift and the 200 naming ClickHouse Cloud. In those answers ClickHouse Cloud took the first choice one time and Amazon Redshift two.
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 | | | | | | |
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | | | |
Amazon Redshift ClickHouse Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Amazon Redshift on the left and ClickHouse Cloud on the right.The direct prompt
Neither was the first choice, one was named
12 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
Amazon Redshift5%#4 of 8ClickHouse Cloud0%#5 of 8Amazon Redshift2%#3 of 8ClickHouse Cloud2%#4 of 8Amazon Redshift12%#3 of 7ClickHouse Cloud0%#7 of 7What the models said about Amazon Redshift
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Why avoid it: In a provisioned Redshift environment, you pay for the nodes 24/7 regardless of whether you are querying them.” Gemini 3.5 Flash · negative prompt · hard negative
“Most frequent cautions: Highest complexity for optimization/maintenance... Avoid if: Non-AWS shop, small team, or need serverless ease.” Grok 4.1 Fast · negative prompt · soft negative
“single-cloud options such as BigQuery on GCP and Redshift on AWS, are the ones practitioners most often advise to evaluate carefully” Muse Glimmer 30B · negative prompt · soft negative
“Google BigQuery and Amazon Redshift are typically the most budget-friendly options” Qwen 3.7 Flash · budget prompt · first choice
“If you are AWS-native with steady, high-concurrency reporting workloads, Redshift / Redshift Serverless gives predictable provisioned throughput.” Muse Glimmer 30B · paraphrase prompt · alternative
“Amazon Redshift Serverless has closed the gap significantly, but historically, traditional Redshift required more hands-on optimization.” Gemini 3.5 Flash · scale prompt · alternative
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.