Aggregion DataLabs & CleanRoom vs Placino

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.

Placino is a data clean room platform for organizations that want to analyze shared data without exposing raw customer records. Its listed uses include audience overlap analysis, campaign lift measurement and shared-audience activation. Data can arrive through web uploads, SFTP, HTTP streaming API, Kafka, S3, MinIO or scheduled database pulls. Listed database sources include PostgreSQL, MySQL, Oracle, SQL Server, BigQuery, Snowflake, Redshift and ClickHouse. Users can query through templates, custom SQL, a visual builder or natural-language AI text-to-SQL. Privacy controls include differential privacy, k-anonymity suppression, per-query privacy budgets and column-level permissions. Placino says uploads are encrypted at rest with AES-256-GCM, with encryption keys wrapped using RSA-4096. It maps controls to GDPR, CCPA/CPRA, KVKK, HIPAA and SOC 2, while stating that it has not achieved SOC 2 Type II attestation. The free plan is free and includes 500K datapoints per month, one clean room and up to three partners. Placino is based in Dubai and describes its intended customers as enterprises, including retail, financial services, telecommunications, healthcare and pharma.