Server-side commit deconflicting is about moving concurrency control closer to the catalog contract.
Interoperable lakehouse announcements matter when they change production contracts, not just import and export narratives.
The right comparison is not vendor scoreboard. It is closed AI governance gateway versus open catalog control plane.
Machine-speed analytics requires machine-enforced policy, identity, masking, filtering, and audit controls.
