BigQuery vs Census
Six of twelve models named BigQuery first on the direct prompt; zero named Census. Both were named by all twelve models and BigQuery carries 65 labels and Census 63, so the shares are not directly comparable.
By Google Cloud Platform, founded 2008. Named in three 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
BigQueryFirst choices, of twelve modelsCensus
Across every category in the September 2026 Edition, BigQuery and Census were named in the same answer 170 times, of the 222 answers naming BigQuery and the 240 naming Census. In those answers Census took the first choice seventeen times and BigQuery fifty.
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 | | | | | | |
BigQuery Census first choice named as an alternative argued againstblank: not namedEach cell is one answer, BigQuery on the left and Census on the right.The direct prompt
BigQuery first, Census an alternative
6 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
5 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
BigQuery35%#2 of 17Census12%#3 of 17What the models said about BigQuery
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“BigQuery (Proceed with Query Guardrails) ... can cost the company hundreds of dollars in a single click” Gemini 3.5 Flash · negative prompt · soft negative
“BigQuery's pay-per-query model offers flexibility but can get unpredictable based on query volume.” Claude Haiku 4.5 · negative prompt · soft negative
“unpredictable on-demand query costs ($6.25/TB scanned) spike on unoptimized marketing queries” Grok 4.1 Fast · negative prompt · soft negative
“Google BigQuery | Best price-to-performance ratio; separates storage from compute so you only pay for what you query. Zero maintenance.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most mid-market companies, BigQuery's serverless model and lower operational overhead make it the easier starting point.” GLM 4.7 FlashX · paraphrase prompt · first choice
“BigQuery (free tier) → dlt or open-source Airbyte → dbt Core → Looker Studio, plus Adapters (~$49/month) for reverse ETL” DeepSeek V4 Flash · budget 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.