Aggregion DataLabs & CleanRoom vs Vendia Distributed Data Clean Rooms

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.

Vendia Distributed Data Clean Rooms lets teams, partners, and customers share data insights while controlling access. Partners can collaborate across clouds and warehouses without adopting the same platform, while using a preferred warehouse for governance and compliance. The product combines and transforms data from multiple sources into unified datasets for collaborative analysis. Its capabilities include workspace-level separation, built-in data privacy, granular permissions, cloud and on-premises connectivity, vendor-agnostic interoperability, and last-mile connectors. Users can share selected data and set precise access and permission controls. Vendia says shared data is compartmentalized in account-isolated workspaces, while its immutable ledger records datasets to support auditability. Customers may specify the cloud providers and regions where their data is stored. The maker says setup can take 15 minutes or less with minimal setup and without professional services. The product is available through web and API access. Pricing is on request; although a custom pricing plan is mentioned, the pricing page does not state a price or plan for Distributed Data Clean Rooms. Vendia's security policy describes measures designed to help protect customer data against loss, access, or disclosure.