This paper discusses a solution for preserving privacy in event processing systems across multiple security domains by introducing fine-grained access management and an obfuscation mechanism. It emphasizes the need for role-based access control and policy composition in heterogeneous environments to secure event communication. The proposed approach leverages local calculations and optimization techniques to address the computational challenges associated with complex Bayesian network structures.