Dataset Isolation
Cognee Cloud automatically creates separate knowledge graphs and vector stores for each dataset:- Separate storage: Each dataset gets its own Kùzu graph database and LanceDB vector store
- Data isolation: Documents and their processed knowledge graphs are completely isolated by dataset
- Search flexibility: Choose to search within a single dataset or across all datasets
Working with datasets
Single dataset search (default):Advanced RBAC (Coming to Cognee Cloud)
Cognee’s comprehensive role-based access control (RBAC) system will be available in Cognee Cloud soon:- User management — Create and manage users, roles, and tenants
- Granular permissions — Read, write, delete, and share permissions at the dataset level
- Team collaboration — Multi-user workspaces with role-based access
- Audit logging — Complete activity tracking and compliance reporting
These features are already available in self-hosted Cognee and will be enabled in Cognee Cloud’s cloud platform. See the Cognee Permissions System for complete documentation.
Related docs
Cognee Cloud architecture
Understand where permissions enforcement happens in the stack.