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Data management platforms · September 2026 Edition

Snowflake vs Salesforce Data Cloud

Zero of twelve models named Snowflake first on the direct prompt; one named Salesforce Data Cloud. Snowflake was named by ten of the twelve models and Salesforce Data Cloud by nine and Snowflake carries 19 labels and Salesforce Data Cloud 20, so the shares are not directly comparable.

Snowflake

criticized challenger

By Snowflake Inc., San Mateo, United States, founded 2012. Named in four categories this edition.

Salesforce Data Cloud

criticized challenger

By Salesforce, San Francisco, United States, founded 1999. Named in five categories this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate26%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 11; printed, not drawn.
Labels1920A 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.Segment was named alongside these two in eight of the twelve direct answers. Segment vs Snowflake · Segment vs Salesforce Data Cloud · Hightouch vs Snowflake

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 management platforms page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
SnowflakeFirst choices, of twelve modelsSalesforce Data Cloud
Direct013 against Salesforce Data Cloud
Paraphrase002 against Salesforce Data Cloud
Comparative40
Budget-constrained10
Scale-constrained001 against Salesforce Data Cloud
Negative005 against Snowflake
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Snowflake and Salesforce Data Cloud stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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 Salesforce Data Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snowflake on the left and Salesforce Data Cloud on the right.

The direct prompt

The plain question, one answer per model, grouped by where Snowflake and Salesforce Data Cloud stood in it.

Salesforce Data Cloud first, Snowflake not the choice

1 of 12 modelsSnowflake was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Salesforce Data Cloud alternatives: 6sense, BlueConic, Hightouch, Segment

Neither was the first choice, one was named

2 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Mistral SmallAdRoll ABM alternatives: 6sense Revenue AI, Clay, Factors.ai, HubSpot Breeze Intelligence, HubSpot Marketing Hub, Salesforce Data Cloud, Segment, Terminus, ZoomInfo MarketingOS
MiniMax M2.5Lotame alternatives: Apollo.io, Salesforce Data Cloud

Neither was named

9 of 12 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniHightouch alternatives: ActionIQ, BlueConic, Tealium
Gemini 3.5 FlashAdRoll ABM, BlueConic, Hightouch, HubSpot Marketing Hub alternatives: Segment
Perplexity SonarDemandbase alternatives: Hightouch, Segment, Tealium
Grok 4.1 FastSegment alternatives: BlueConic, Hightouch, Tealium
DeepSeek V4 FlashHightouch alternatives: BlueConic, Segment
Llama 4 MaverickMCH Strategic Data alternatives: Improvado, ZoomInfo
Qwen 3.7 FlashSegment alternatives: BlueConic, Customer.io, Hightouch
Kimi K2Apollo.io, Segment alternatives: 6sense, BlueConic, Demandbase, HubSpot Breeze Intelligence
GLM 4.7 FlashXZoomInfo Marketing alternatives: AdRoll ABM, Demandbase, Lotame Spherical Platform

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.
Snowflake0%#9 of 13
Salesforce Data Cloud0%#– of 13
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Snowflake2%#7 of 11
Salesforce Data Cloud2%#8 of 11
The full mid-market standing →
Enterprise
Salesforce Data Cloud leads by eighteen points.
Salesforce Data Cloud20%#1 of 13
Snowflake2%#8 of 13
The full enterprise standing →

What the models said about Snowflake

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.

“Avoid Snowflake for sensitive data storage until security issues are resolved” Mistral Small · negative prompt · hard negative
“Choose Snowflake if your main goal is to build clean, fast, and secure business reports, dashboards, and standard analytics pipelines.” Gemini 3.5 Flash · comparative prompt · first choice

What the models said about Salesforce Data 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.

“avoid bloated enterprise platforms like Adobe Real-Time CDP or Salesforce Data Cloud” Gemini 3.5 Flash · scale prompt · hard negative
“Avoid enterprise giants like Adobe Real-Time CDP or Salesforce Data Cloud.” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Best for B2B companies already standardized on Salesforce CRM and Marketing Cloud” Claude Haiku 4.5 · 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.