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Index › GTM › Products › AWS Clean Rooms › Alternatives · November 2026 Edition
One category · what the models named instead

Alternatives to AWS Clean Rooms, as AI models named them

In the November 2026 Edition, 138 of the 252 answers collected in the one category where AWS Clean Rooms holds a standing named it neither as a first choice nor as an alternative. These are the products those answers put first, category by category and buyer by buyer. The output is the models' output.

Named instead, most often
Snowflake Data Clean Rooms12
Decentriq9
Amazon Marketing Cloud5
Google Ads Data Hub5
InfoSum5
LiveRamp Clean Room5
First choices in the 138 answers that did not name AWS Clean Rooms, every category and segment above added together; a product can be counted in several. Each category below keeps its own denominator.

Data clean rooms

GTM data and infrastructure. Six framings, fourteen models, one answer each per buyer segment; an answer counts here when AWS Clean Rooms is not its first choice or an alternative in it.
Small businessAWS Clean Rooms is #1 of 13 here at 19% of first choices, 53 labels.

Forty-three of the eighty-four answers did not name AWS Clean Rooms; it was the first choice in nineteen. The first choices in those forty-three answers, twenty-one products in all, the eight most named:

Crossbeam3 of 43
Decentriq3 of 43
Google Ads Data Hub3 of 43Head to head →
Amazon Marketing Cloud2 of 43Head to head →
Habu2 of 43
LiveRamp Clean Room2 of 43Head to head →
Meta Advanced Analytics2 of 43Head to head →
Proton Drive for Business2 of 43
13 more in the record.The full small business standing →
Mid-marketAWS Clean Rooms is #4 of 11 here at 11% of first choices, 48 labels.

Forty-five of the eighty-four answers did not name AWS Clean Rooms; it was the first choice in nine. The first choices in those forty-five answers, fifteen products in all, the eight most named:

Amazon Marketing Cloud3 of 45Head to head →
Snowflake Data Clean Rooms3 of 45Head to head →
Databricks Clean Rooms2 of 45Head to head →
Google Ads Data Hub2 of 45Head to head →
InfoSum2 of 45Head to head →
LiveRamp Clean Room2 of 45Head to head →
Meta Advanced Analytics2 of 45Head to head →
Box1 of 45
7 more in the record.The full mid-market standing →
EnterpriseAWS Clean Rooms is #3 of 11 here at 6% of first choices, 51 labels.

Fifty of the eighty-four answers did not name AWS Clean Rooms; it was the first choice in six. The first choices in those fifty answers, thirteen products in all, the eight most named:

Snowflake Data Clean Rooms9 of 50Head to head →
Decentriq6 of 50
InfoSum3 of 50Head to head →
DataMoon Clean Room1 of 50
Databricks Clean Rooms1 of 50Head to head →
Google BigQuery Data Clean Rooms1 of 50
LiveRamp Clean Room1 of 50Head to head →
Microsoft 3651 of 50
5 more in the record.The full enterprise standing →

How to read this

A category is asked six ways of each of fourteen models on behalf of each buyer segment, so a segment is eighty-four answers. An answer belongs on this page when the judge labeled AWS Clean Rooms neither its first choice nor an alternative in it; the products listed are the first choices those answers made, counted once per answer. An answer that named nothing first, or named AWS Clean Rooms only in passing, is in the denominator and adds to no product. The counts are not the category standing, which is on the category page with its share and rank; they are the same record read from AWS Clean Rooms's side.

The output is the models' output; nothing here is a recommendation by the index, and a product named instead of AWS Clean Rooms was named by a model, not endorsed by anyone.

AWS Clean Rooms's pageAll products