Tools

Data clean rooms & privacy-enhancing tech

6 tools compared: how each is priced, where it runs, and what to consider instead.

Tool Pricing model Free tier Open source
AWS Clean Rooms AWS-native clean room for SQL and Spark analysis across parties' data, with an optional differential-privacy add-on. Usage-based No No
Decentriq Confidential-computing clean room that runs analysis inside hardware-encrypted enclaves so no party, including Decentriq, can see the raw data. Quote only No No
InfoSum Decentralized data clean room where partners match and analyze audiences without either side's raw data ever leaving its owner. Quote only No No
LiveRamp Clean Room LiveRamp's clean room, built on the acquired Habu technology, for cross-cloud data collaboration tied to LiveRamp's identity graph. Quote only No No
Optable Identity and clean-room platform for publishers and advertisers to collaborate on audiences without exposing raw data. Quote only No No
Snowflake Data Clean Rooms Clean room capability built into Snowflake's platform, keeping each party's raw data inside its own Snowflake account. Usage-based No No

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