BigQuery Data Clean Rooms vs INDICO DataHub 2

BigQuery Data Clean Rooms let multiple parties share, join, and analyze data without moving or revealing the underlying data. The cloud service works with BigQuery sharing, and shared resources must be BigQuery tables, views, or table-valued functions. Owners manage rooms, contributors publish data, and subscribers query it. Contributors can apply analysis rules, including aggregation thresholds, and owners or publishers can offer predefined query templates without exposing the underlying tables or views. Subscribers are automatically prevented from copying or exporting raw data, while contributors can configure controls for query results. These controls have limits: Google cautions that analysis rules may not stop sophisticated queries from extracting unauthorized data, and notes that rules can be set only on views. Each room can contain at most 100 shared resources. Availability is restricted to BigQuery sharing regions, without listings across multiple regions. Rooms can be managed in the Google Cloud console or created through the API; setup requires enabling the Analytics Hub API and assigning required IAM roles. Contributors pay for storage, while subscribers pay for compute when running queries.

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.