Aggregion DataLabs & CleanRoom vs INDICO DataHub 2

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.

INDICO DataHub 2 combines a data marketplace with a data clean room for organizations seeking to collaborate on data. Its customer engagement use case applies audience data to insights for precision targeting and activation. In the marketplace, organizations can find datasets for analysis or AI and machine-learning training, and monetize their own data assets. The clean room uses Privacy-Enhancing Technology to process encrypted datasets without exposing sensitive information; partners can share and analyze data without software development. INDICO also offers data engineering services to build pipelines from internal and external sources. The product page describes AI integration and pipelines connecting multiple sources, but names no specific third-party integrations or supported operating systems. A free trial is available, with no duration stated. Professional costs $79 a month; Enterprise costs what you agree with the maker; Ultimate has no listed price. The plans list features including priority support, weekly performance analytics, real-time monitoring, and 24/7 premium support. The product is operated by PT Telkomsel Ekosistem Digital in Jakarta, Indonesia.