Aggregion DataLabs & CleanRoom vs Optable Collaborate

Aggregion DataLabs & CleanRoom is an environment for building and running models on data shared by multiple partners. Its workflow spans cataloging, discovering partner datasets, developing models in protected DataLabs, performing CleanRoom calculations, and activating results. Partners connect through a virtual data warehouse, with structured and semi-structured data supported. DataLabs virtual machines depersonalize data and apply distortion models during development. Listed languages include Python, R, PySparc, Scala, and Java. The architecture includes adapters for RDBMS, Hive, and Kafka, plus an advanced integration API. Intel SGX hardware-level encryption is described for enclave memory during shared computations. A decentralized protocol governs metadata, permissions, rights, approvals, and related collaboration actions. Scripts may be reviewed, approved, scheduled, or invoked through API, with execution logs kept on an immutable ledger. Deployment can be cloud or on-premise, and customers choose hosting for the DataLab and enclave. Pricing is available on request.

Optable Collaborate is a cloud platform providing purpose-limited data clean rooms for partners connecting audience data for planning, analysis, measurement, and activation. Its no-code applications support collaboration without direct sharing or exposure of raw user data. Listed uses include audience overlap analysis, enrichment, lookalike modeling, prospecting, suppression targeting, and attribution measurement. Partners can work across BigQuery, AWS, and Snowflake while data remains in each partner’s cloud environment. Flash Nodes let publishers invite non-Optable advertisers to self-serve collaborations at no cost to the invited partner and without a direct Optable contract. The platform supports interoperability with other clean-room vendors through the PAIR protocol and a dedicated PAIR environment. Audiences can go to Prebid and Google Ad Manager, or through Optable Syncs to DV360 and The Trade Desk. Optable describes itself as a processor acting on customer instructions, while publishers and media owners retain controller roles and first-party data control. Pricing is available on request.