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.
A deep dive into the four categories of agentic coding tools dominating 2026: CLI agents, desktop IDEs, 24/7 autonomous agents, and model routers. 40+ tools compared.