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Customer data platforms · November 2026 Edition

RudderStack vs Salesforce Data Cloud

Zero of fourteen models named RudderStack first on the direct prompt; one named Salesforce Data Cloud. Both were named by all fourteen models and RudderStack carries 39 labels and Salesforce Data Cloud 50, so the shares are not directly comparable.

RudderStack

accepted challenger

Named in seven categories this edition.

Salesforce Data Cloud

accepted challenger

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

First-choice share15%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 14; printed, not drawn.
Labels3950A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, RudderStack reading right to left. Rank and label count are printed, not drawn.Segment was named alongside these two in thirteen of the fourteen direct answers. Segment vs RudderStack · Segment vs Salesforce Data Cloud · RudderStack vs Hightouch

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 customer data platforms page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RudderStackFirst choices, of fourteen modelsSalesforce Data Cloud
Direct012 against Salesforce Data Cloud
Paraphrase002 against Salesforce Data Cloud
Comparative02
Budget-constrained802 against Salesforce Data Cloud
Scale-constrained00
Negative014 against Salesforce Data Cloud
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, RudderStack and Salesforce Data Cloud were named in the same answer ninety times, of the 197 answers naming RudderStack and the 386 naming Salesforce Data Cloud. In those answers Salesforce Data Cloud took the first choice fifteen times and RudderStack four.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where RudderStack 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 4.20
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
RudderStack Salesforce Data Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, RudderStack on the left and Salesforce Data Cloud on the right.

The direct prompt

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

Salesforce Data Cloud first, RudderStack not the choice

1 of 14 modelsRudderStack was named in the answer but not as the choice, or not at all.
GPT-5.4 miniSalesforce Data Cloud alternatives: Hightouch, Segment

Neither was the first choice, one was named

11 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5HubSpot CDP, Oracle Unity alternatives: Blueshift, Hightouch, Salesforce Data Cloud
Perplexity SonarSegment alternatives: BlueConic, Hightouch, RudderStack
Grok 4.20Segment alternatives: Hightouch, RudderStack, Salesforce Data Cloud
Mistral SmallBlueConic, Segment alternatives: Salesforce Data Cloud
DeepSeek V4 FlashSegment alternatives: 6sense, Demandbase, Hightouch, RudderStack, Salesforce Data Cloud
Llama 4 MaverickSegment alternatives: RudderStack, Salesforce Data Cloud
Qwen 3.7 FlashBlueConic alternatives: Lytics, Salesforce Data Cloud, Segment
Kimi K2Segment alternatives: Hightouch, HubSpot Customer Platform, Lytics, RudderStack
GLM 4.7 FlashXSegment alternatives: Hightouch, RudderStack, Salesforce Data Cloud, Tealium Customer Data Hub
MiniMax M2.5Segment alternatives: BlueConic, Hightouch, RudderStack
Muse Glimmer 30BSegment alternatives: Hightouch, HubSpot CDP, RudderStack, Salesforce Data Cloud

Neither was named

2 of 14 modelsThe answer made no first choice from these two in this category.
Gemini 3.5 FlashCensus, Hightouch alternatives: 6sense Revenue AI, Demandbase, HubSpot CDP, Segment
GPT-6 LunaHightouch alternatives: HubSpot CDP, Segment

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
RudderStack leads by nine points.
RudderStack9%#3 of 13
Salesforce Data Cloud0%#13 of 13
The full small business standing →
Mid-marketThe figures above
RudderStack leads by thirteen points.
RudderStack15%#2 of 14
Salesforce Data Cloud2%#6 of 14
The full mid-market standing →
Enterprise
The order flips: Salesforce Data Cloud leads at enterprise.
Salesforce Data Cloud50%#1 of 12
RudderStack2%#8 of 12
The full enterprise standing →

What the models said about RudderStack

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

“often rated best value for small teams... Segment free tier or RudderStack free open-source tier are the usual starting points” Muse Glimmer 30B · budget prompt · first choice
“the strongest default choice is usually RudderStack, especially its Free plan or open-source option” GPT-5.4 mini · budget prompt · first choice
“The Best Overall Free Option: RudderStack ... is the market leader for open-source data infrastructure.” GLM 4.7 FlashX · budget 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. Four of four in this category shown.

“Frequently called out for being an "overpriced mess"... Best avoided if you're not already deep in the Salesforce ecosystem.” Grok 4.20 · negative prompt · hard negative
“Avoid these unless you have multi-region regulatory compliance needs or massive transaction volumes.” Gemini 3.5 Flash · direct prompt · hard negative
“Salesforce Data 360 is a strong choice for mid-market B2B organizations already using Salesforce” GPT-5.4 mini · direct prompt · first choice
“Salesforce Data Cloud | Overall best enterprise CDP | Deep CRM integration, AI-powered insights” MiniMax M2.5 · comparative 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.