Analytics & Data

Best Data Clean Room Software in 2026

Facts read from the makers 20 Sept 2026 – 19 Oct 2026

Data clean room software is for working with shared data under privacy-related controls. Compare privacy-safe matching and output controls, then look at native connectors and SQL analysis for clues about how each option supports your intended work. Deployment and audit logs add operational considerations; free-plan availability and paid-from pricing help you assess access and cost. Placino, Amazon Marketing Cloud, and Snowflake CoCo are among the products to compare. Focus on the listed capabilities that matter to the data environment and analysis you have in mind.

Data Clean Room Software: the Club's top 10

Product	What it does	Club score	Start	Runs on	Facts checked
1 AppsFlyer Data Clean Room	AppsFlyer Data Clean Room matches first-party user-level data with AppsFlyer attribution data and produces aggregated reports for collaboration without exposing raw data…	8.0	Free plan	Web · iPhone and iPad · Android · API	15 Oct 2026
2 Amazon Marketing Cloud	Amazon Marketing Cloud (AMC) is a cloud-based clean room for analyzing pseudonymized Amazon Ads signals alongside advertiser inputs and building audiences.	7.6	Free plan	Web · API	19 Oct 2026
3 Salesforce Data 360	Salesforce Data 360 brings data from sources such as external data lakes, websites, and legacy systems into a unified Customer 360 profile for Salesforce applications…	7.4	Free plan	Web · API	4 Oct 2026
4 Placino	Placino is a neutral data clean room platform for organizations that want to analyze shared data without exposing raw customer records.	7.2	Free plan	Web · API	30 Sept 2026
5 INDICO DataHub 2	INDICO DataHub 2 combines a data marketplace with a data clean room for organizations that want to collaborate on data.	7.0	Free trial	—	8 Oct 2026
6 Permutive	Permutive combines a data clean room, curation, and first-party data activation for publishers, advertisers, agencies, and retail media leaders.	6.6	—	Web · iPhone and iPad · Android	1 Oct 2026
7 LiveRamp Clean Room	LiveRamp Clean Room provides a controlled environment where multiple parties collaborate on data while retaining privacy and governance controls.	6.5	—	Web · API	30 Sept 2026
8 BigQuery Data Clean Rooms	BigQuery Data Clean Rooms let multiple parties share, join, and analyze data without moving or exposing the underlying data.	6.5	—	Web · API	3 Oct 2026
9 Decentriq Data Clean Rooms	Decentriq Data Clean Rooms is a cloud platform for organizations that want to analyze data together without exposing underlying records.	6.5	—	Web · API	3 Oct 2026
10 Vendia Distributed Data Clean Rooms	Vendia Distributed Data Clean Rooms lets teams, partners, and customers share data insights while controlling access.	6.5	—	Web · API	5 Oct 2026

21 productsOrdered 12 Nov 2026 How the Club ranks

Ranked by the Club score: how fast a newcomer can get going, from what each maker publishes.

1
AppsFlyer Data Clean Room

AppsFlyer Data Clean Room matches first-party user-level data with AppsFlyer attribution data and produces aggregated reports for collaboration without exposing raw data…
- Free plan
- Web · iPhone and iPad · Android · API
8.0 Club score
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2 AM
Amazon Marketing Cloud

Amazon Marketing Cloud (AMC) is a cloud-based clean room for analyzing pseudonymized Amazon Ads signals alongside advertiser inputs and building audiences.
- Free plan
- Web · API
7.6 Club score
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3 SD
Salesforce Data 360

Salesforce Data 360 brings data from sources such as external data lakes, websites, and legacy systems into a unified Customer 360 profile for Salesforce applications…
- Free plan
- Web · API
7.4 Club score
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4
Placino

Placino is a neutral data clean room platform for organizations that want to analyze shared data without exposing raw customer records.
- Free plan
- Web · API
7.2 Club score
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5 ID
INDICO DataHub 2

INDICO DataHub 2 combines a data marketplace with a data clean room for organizations that want to collaborate on data.
- Free trial
7.0 Club score
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6
Permutive

Permutive combines a data clean room, curation, and first-party data activation for publishers, advertisers, agencies, and retail media leaders.
- Web · iPhone and iPad · Android
6.6 Club score
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7
LiveRamp Clean Room

LiveRamp Clean Room provides a controlled environment where multiple parties collaborate on data while retaining privacy and governance controls.
- Web · API
6.5 Club score
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8
BigQuery Data Clean Rooms

BigQuery Data Clean Rooms let multiple parties share, join, and analyze data without moving or exposing the underlying data.
- Web · API
6.5 Club score
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9
Decentriq Data Clean Rooms

Decentriq Data Clean Rooms is a cloud platform for organizations that want to analyze data together without exposing underlying records.
- Web · API
6.5 Club score
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10 VD
Vendia Distributed Data Clean Rooms

Vendia Distributed Data Clean Rooms lets teams, partners, and customers share data insights while controlling access.
- Web · API
6.5 Club score
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11
InfoSum Data Clean Room

InfoSum Data Clean Room matches and analyzes datasets across organizations without moving or disclosing the underlying data.
- Web · API
6.4 Club score
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12 J
JetStream

JetStream is a clean room data collaboration platform for matching customer records while keeping the underlying personal data in the client’s cloud account.
- Free trial
- Self-hosted
6.4 Club score
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13
AWS Clean Rooms

AWS Clean Rooms is a cloud service for companies that need to analyze collective datasets without exchanging or copying the underlying data.
- Web · API
6.3 Club score
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14 M
mediarithmics

mediarithmics is a customer data platform for data-driven enterprises.
- Web · API
6.3 Club score
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15
Optable Collaborate

Optable Collaborate is a cloud platform for publishers, media owners and advertising partners to connect audience data in purpose-limited clean rooms.
- Web · API
6.2 Club score
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16
BeeKeeperAI (EscrowAI)

BeeKeeperAI’s EscrowAI is a confidential computing environment for protecting AI models and data while controlling agent actions.
- Web · Self-hosted
6.1 Club score
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17 I
Integral

Integral assesses, engineers, and documents real-world data for AI use.
- Web · Self-hosted
6.1 Club score
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18
Anjuna Northstar

Anjuna Northstar is self-hosted software for multiple parties to collaborate on sensitive or live datasets while protecting privacy and intellectual property.
- Self-hosted
6.1 Club score
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19
Aggregion DataLabs & CleanRoom

Aggregion DataLabs & CleanRoom is a paid environment for building and running models on data shared by multiple partners.
- Web · API · Self-hosted
6.0 Club score
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20
Adobe Real-Time CDP

Adobe Real-Time CDP is a paid, web-based customer data platform for brands that personalize experiences.
- Web
5.4 Club score
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21 SN
Snowflake Notebooks
- Web
5.1 Club score
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