Data warehouse and reverse ETL for marketing · October 2026 Edition
Snowflake vs Census
Nine of fourteen models named Snowflake first on the direct prompt; two named Census. Both were named by all fourteen models and Snowflake carries 70 labels and Census 80, so the shares are not directly comparable.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in three categories this edition.
By Fivetran, United States. Named in five categories this edition.
First-choice share21%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 13; printed, not drawn.
Labels7080A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Snowflake reading right to left. Rank and label count are printed, not drawn.Hightouch was named alongside these two in fourteen of the fourteen direct answers. Hightouch vs Snowflake · Hightouch vs Census · BigQuery vs Snowflake
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 warehouse and reverse ETL for marketing page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SnowflakeFirst choices, of fourteen modelsCensus
Direct921 against Snowflake
Paraphrase711 against Census
Comparative62
Budget-constrained013 against Snowflake · 2 against Census
Scale-constrained781 against Snowflake
Negative112 against Snowflake · 7 against Census
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Snowflake and Census were named in the same answer 179 times, of the 272 answers naming Snowflake and the 250 naming Census. In those answers Census took the first choice eleven times and Snowflake forty-eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Snowflake and Census stood in it.
| 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 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
The plain question, one answer per model, grouped by where Snowflake and Census stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallBigQuery, Census, Hightouch, Snowflake alternatives: Amazon Redshift, Fivetran, Funnel, Grouparoo, Pipedream
Snowflake first, Census an alternative
8 of 14 modelsCensus was named in the answer but not as the choice, or not at all.GPT-5.4 miniHightouch, Snowflake alternatives: BigQuery, Segment, dbt
Gemini 3.5 FlashHightouch, Snowflake alternatives: BigQuery, Census, Fivetran, Funnel, Supermetrics, dbt
Perplexity SonarHightouch, Snowflake alternatives: BigQuery, Fivetran, Funnel, Improvado
Qwen 3.7 FlashHightouch, Snowflake alternatives: Airbyte, BigQuery, Census, Fivetran, dbt
Kimi K2Hightouch, Snowflake alternatives: Airbyte, BigQuery, Census, Fivetran, dbt
GLM 4.7 FlashXHightouch, Snowflake alternatives: BigQuery, Census, Segment, dbt
GPT-6 LunaHightouch, Snowflake alternatives: BigQuery, Census, Fivetran, dbt
Muse Glimmer 30BHightouch, Snowflake alternatives: BigQuery, Census, Fivetran, dbt
Census first, Snowflake an alternative
1 of 14 modelsSnowflake was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashBigQuery, Census alternatives: Airbyte, Fivetran, Hightouch, Looker Studio, Snowflake, dbt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Hightouch alternatives: BigQuery, Census, Fivetran, Integrate.io, Polytomic, Snowflake
Grok 4.20BigQuery, Hightouch alternatives: Amazon Redshift, Census, Fivetran, RudderStack Reverse ETL, dbt
Llama 4 MaverickRudderStack Reverse ETL alternatives: Amazon Redshift, BigQuery, Census, Databricks SQL Warehouse, Grouparoo, Hightouch, Snowflake
MiniMax M2.5BigQuery, Hightouch alternatives: Census, Fivetran, RudderStack Reverse ETL, Snowflake, dbt
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Snowflake7%#4 of 17Census7%#3 of 17Mid-marketThe figures above
Enterprise
Snowflake leads by sixteen points.
Snowflake29%#2 of 13Census13%#3 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 seven in this category shown.
“Avoid Snowflake and enterprise ETL tools” DeepSeek V4 Flash · budget prompt · hard negative
“General Purpose Warehouses: (e.g., Snowflake via partner templates) — More control, harder setup, higher engineering overhead.” Qwen 3.7 Flash · scale prompt · soft negative
“Snowflake lacks a permanent free tier (only 30-day trial), making it less ideal for long-term budget use.” MiniMax M2.5 · budget prompt · soft negative
“Snowflake + dbt Cloud + Hightouch is the most generally "best" marketing data warehouse + reverse ETL stack for a mid-market B2B company.” GPT-5.4 mini · direct prompt · first choice
“Snowflake is ideal for mid-sized B2B companies offering scalability, cross-cloud flexibility, and strong marketing platform integrations” MiniMax M2.5 · paraphrase prompt · first choice
“Snowflake is the most popular for mid-market B2B companies due to its ease of use, strong performance, and excellent integrations.” Mistral Small · paraphrase 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. Six of eight in this category shown.
“Don't rush into dedicated reverse ETL tools (especially Census post-acquisition)... this is the one I'd flag most strongly as "be cautious."” DeepSeek V4 Flash · negative prompt · hard negative
“Census assumes your data is already clean and modeled... You need a data engineering team or analytics engineer managing warehouse hygiene before Census delivers value.” Claude Haiku 4.5 · negative prompt · soft negative
“Pricing model shift: Moved from flat-fee to consumption-based Monthly Active Rows (MAR), making costs harder to predict” MiniMax M2.5 · negative prompt · soft negative
“compare Hightouch with Fivetran Activations (the current Fivetran product incorporating Census reverse-ETL capabilities)” GPT-6 Luna · scale prompt · first choice
“Both industry-leading Reverse ETL platforms offer a permanent free tier of 1 active destination with unlimited syncs/runs.” Gemini 3.5 Flash · budget prompt · first choice
“BigQuery + Fivetran + dbt + Census + Looker Studio is the strongest, most cost-effective combination” DeepSeek V4 Flash · direct prompt · first choice
Also compared
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.