Best Data Clean Room Software in 2026

AMC suits eligible advertisers who need to analyze advertising signals, measure customer journeys, or build audiences.

DataHub is aimed at organizations across sectors that want to collaborate on data securely and improve decision-making.

Anjuna Northstar

Northstar is intended for AI operations teams and data scientists handling sensitive or live data across multiple parties.

Decentriq Data Clean Rooms

It suits organizations such as advertisers, publishers, retailers, agencies, data partners, and healthcare organizations that need privacy-controlled collaboration.

BigQuery Data Clean Rooms

It suits organizations whose contributors and subscribers need to analyze shared BigQuery data under defined query and output controls.

Aggregion DataLabs & CleanRoom

This suits organizations coordinating privacy-safe analytics across partners, including the banks, telecom companies, and retailers named by the maker.

InfoSum Data Clean Room

It is aimed at advertisers, publishers, commerce media businesses, data providers, media owners, and other data owners collaborating on first-party data.

AWS Clean Rooms

It suits organizations collaborating on shared analysis while keeping source data in separate accounts.

BeeKeeperAI (EscrowAI)

EscrowAI is aimed at healthcare data stewards and algorithm developers working with protected data.

Permutive

It is aimed at publishers, advertisers, agencies, and retail media leaders working with first-party data, audience segments, and publisher activation.

Placino

Placino is aimed at enterprises that need to analyze shared data while limiting exposure of raw customer records.

It suits marketing, service, sales, and commerce teams that need unified customer data, as well as AI agents using Salesforce information.

AI builders and data collaborators that need documented privacy assessment and de-identification.

Optable Collaborate

Optable Collaborate suits publishers, media owners, and advertising partners managing privacy-limited audience collaboration.

The product suits teams, partners, or customers collaborating on data insights across different clouds and warehouses.