Snowflake vs Census
Seven of twelve models named Snowflake first on the direct prompt; zero named Census. Both were named by all twelve models and Snowflake carries 60 labels and Census 63, so the shares are not directly comparable.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in four categories this edition.
By Fivetran, United States. Named in five 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 warehouse and reverse ETL for marketing page.
By framing
SnowflakeFirst choices, of twelve modelsCensus
Across every category in the September 2026 Edition, Snowflake and Census were named in the same answer 169 times, of the 241 answers naming Snowflake and the 240 naming Census. In those answers Census took the first choice eighteen times and Snowflake forty-seven.
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 | | | | | | |
Snowflake Census first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snowflake on the left and Census on the right.The direct prompt
Snowflake first, Census an alternative
7 of 12 modelsCensus was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
Snowflake20%#3 of 14Census5%#4 of 14Snowflake30%#2 of 13Census10%#4 of 13What the models said about Snowflake
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Snowflake — bills by credit-hours of uptime; it gets expensive fast and is poor value for small marketing workloads.” DeepSeek V4 Flash · budget prompt · hard negative
“❌ Snowflake: Minimum warehouse costs make it expensive for low-volume marketing analytics” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid for tight budgets: Snowflake/Redshift (higher baseline compute ~$300+/month)” Grok 4.1 Fast · budget prompt · hard negative
“Snowflake: Best for most mid-market B2B companies due to excellent performance with structured data, strong security, and predictable pricing” Mistral Small · paraphrase prompt · first choice
“Warehouse: Google BigQuery (if your web analytics is GA4) OR Snowflake (if you want a neutral cloud platform).” Gemini 3.5 Flash · scale prompt · first choice
“the most common stack is something like BigQuery or Snowflake for storage plus Hightouch or Census for activation” Perplexity Sonar · comparative prompt · first choice
What the models said about Census
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“❌ Census: Requires Enterprise for most features; quote-based pricing” GLM 4.7 FlashX · budget prompt · hard negative
“Both Census and Hightouch excel at the "reverse" direction but require separate solutions for data ingestion, transformation, and real-time replication.” Claude Haiku 4.5 · negative prompt · soft negative
“Why not Census/Fivetran Activations? ... now shifting to consumption-based (MAR) pricing. It's better suited for data engineering-owned pipelines” Kimi K2 · paraphrase prompt · soft negative
“Stick to the current market leaders (Hightouch, Census) which have significant funding” Qwen 3.7 Flash · negative prompt · first choice
“Hightouch and Census are the safest choices for reverse ETL in marketing” Mistral Small · negative 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.