DATA PRIVACY PIPELINE PROVIDING COLLABORATIVE INTELLIGENCE AND CONSTRAINT COMPUTING

Embodiments of the present disclosure are directed to techniques for deriving collaborative intelligence based on constraint computing or constraint querying. At a high level, a data trustee can operate a trustee environment that derives collaborative intelligence subject to configurable constraints, without sharing raw data. The trustee environment can include a data privacy pipeline through which data can be ingested, fused, derived, and sanitized to generate collaborative data without compromising data privacy. The collaborative data can be stored and queried to provide collaborative intelligence subject to the configurable constraints. In some embodiments, the data privacy pipeline is provided as a cloud service implemented in the trustee environment and can be spun up and spun down as needed.