Data warehouse and reverse ETL for marketing · November 2026 Edition
Snowflake vs Airbyte
Eight of fourteen models named Snowflake first on the direct prompt; zero named Airbyte. Both were named by all fourteen models and Snowflake carries 68 labels and Airbyte 41, so the shares are not directly comparable.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in four categories this edition.
Named in two categories this edition.
First-choice share20%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate22%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 12; printed, not drawn.
Labels6841A 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 Airbyte · 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 modelsAirbyte
Direct801 against Snowflake
Paraphrase901 against Airbyte
Comparative20
Budget-constrained067 against Snowflake
Scale-constrained401 against Airbyte
Negative107 against Snowflake · 3 against Airbyte
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 November 2026 Edition, Snowflake and Airbyte were named in the same answer 105 times, of the 273 answers naming Snowflake and the 126 naming Airbyte. In those answers Airbyte took the first choice five times and Snowflake forty-three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Snowflake and Airbyte 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 Airbyte first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snowflake on the left and Airbyte on the right.The direct prompt
The plain question, one answer per model, grouped by where Snowflake and Airbyte stood in it.
Snowflake first, Airbyte an alternative
8 of 14 modelsAirbyte was named in the answer but not as the choice, or not at all.GPT-5.4 miniHightouch, Snowflake alternatives: BigQuery, Hightouch Composable CDP, dbt
Gemini 3.5 FlashHightouch, Snowflake alternatives: BigQuery, Census, Fivetran, dbt
Perplexity SonarBigQuery, Hightouch, Snowflake alternatives: Airbyte, Census, Fivetran, Improvado, Omnata, RudderStack Reverse ETL, Segment, dbt
Mistral SmallHightouch, Snowflake alternatives: BigQuery, Census, dbt
Qwen 3.7 FlashHightouch, Snowflake alternatives: Airbyte, BigQuery, Fivetran, RudderStack Reverse ETL
Kimi K2BigQuery, Hightouch, Snowflake alternatives: Airbyte, Census, Fivetran, dbt
MiniMax M2.5BigQuery, Hightouch, Snowflake alternatives: Census, dbt
GPT-6 LunaBigQuery, Snowflake alternatives: Census, Fivetran, Hightouch, dbt
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Hightouch alternatives: Amazon Redshift, BigQuery, Census, Hevo, Improvado, Polytomic, Snowflake
Grok 4.20BigQuery, Hightouch alternatives: Airbyte, Census, Fivetran, Snowflake, dbt
DeepSeek V4 FlashBigQuery, Hightouch alternatives: Airbyte, Census, Dreamdata, Fivetran, HockeyStack, Looker Studio, Snowflake, dbt
Llama 4 MaverickHightouch alternatives: BigQuery, Census, Snowflake, dbt
GLM 4.7 FlashXBigQuery, Hightouch alternatives: Airbyte, Census, RudderStack Reverse ETL, dbt
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Muse Glimmer 30BHightouch alternatives: Census, RudderStack Reverse ETL, 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
Snowflake leads by six points.
Snowflake7%#3 of 18Airbyte2%#5 of 18Mid-marketThe figures above
Snowflake leads by fourteen points.
Snowflake20%#3 of 12Airbyte6%#5 of 12Enterprise
Snowflake leads by thirty-two points.
Snowflake32%#2 of 12Airbyte0%#10 of 12What 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, BigQuery, Redshift, Databricks are excellent for analytics but: Data is only accessible to technical SQL users” Kimi K2 · negative prompt · soft negative
“Using Snowflake, BigQuery, or Databricks directly for marketing activation... they offer zero native activation” Qwen 3.7 Flash · negative prompt · soft negative
“Cost and lock-in are the recurring complaints... often seen as one of the most expensive cloud data warehouses.” Muse Glimmer 30B · negative prompt · soft negative
“For most mid-sized B2B companies, Snowflake + Census + Segment + Fivetran + dbt is a robust, scalable, and maintainable stack.” Mistral Small · paraphrase prompt · first choice
“Choose Snowflake if you need multi-cloud flexibility or have broader organizational data needs beyond marketing” Kimi K2 · direct prompt · first choice
“What to use instead: Snowflake or Google BigQuery. Both offer serverless auto-scaling, low maintenance” Gemini 3.5 Flash · negative prompt · first choice
What the models said about Airbyte
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Opting for self-hosted tools (like the self-hosted version of Airbyte or Castled) thinking it saves money... Self-hosting Reverse ETL is a massive engineering undertaking” Qwen 3.7 Flash · negative prompt · soft negative
“their reverse ETL capabilities are still developing and may not have the performance or reliability needed” Mistral Small · negative prompt · soft negative
“Avoid building your own (e.g., custom Airbyte + dbt + cron) unless your team is engineering-heavy” Grok 4.20 · paraphrase prompt · soft negative
“ELT / Ingestion | Airbyte (open-source) or Meltano | Open-source ELT with 300+ connectors” Grok 4.20 · budget prompt · first choice
“Airbyte (open-source, self-hosted) is a top pick for budget-conscious teams.” Mistral Small · budget prompt · first choice
“ELT/ETL (Data Ingestion): Airbyte — *$0–$50/month* ... Completely free” DeepSeek V4 Flash · budget prompt · first choice
Also compared
Hightouch vs SnowflakeHightouch vs AirbyteBigQuery vs SnowflakeBigQuery vs AirbyteSnowflake vs CensusSnowflake vs RudderStack Reverse ETLSnowflake vs dbtSnowflake vs FivetranCensus vs AirbyteAirbyte vs RudderStack Reverse ETLAirbyte vs dbtAirbyte vs FivetranAll twenty-eight head-to-head pages and the full Warehouse & ETL standing
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.