Insights & Essays.
Field notes for CTOs and principal engineers: what shipped, what failed, and how to staff the next AI program. Depth first — no vendor recap.
Technology
Edge Computing vs Cloud Computing in 2026: When Latency Is the Product
Edge Computing vs Cloud Computing in 2026: When Latency Is the Product
MCP vs REST vs GraphQL: The 2026 API War Every Developer Must Understand
MCP vs REST vs GraphQL: The 2026 API War Every Developer Must Understand
External Standards & Publications
Our engineering publications follow industry standards for software architecture and agentic AI systems. Read more about technical specifications at the IEEE Standards Association and general web engineering principles at the World Wide Web Consortium (W3C).
What is “MCP vs REST vs GraphQL” about?
MCP vs REST vs GraphQL: The 2026 API War Every Developer Must Understand.
Who wrote this article and when was it published?
Written by Vatsal Shah, an AI Leader and Solution Architect based in Ahmedabad, India, and published on May 3, 2026. It is filed under Technology.
How can I apply this in my own organization?
Use the sections of this article as a working checklist, adapt each step to your platform and risk profile, and record the decisions you make. To discuss MCP vs REST vs GraphQL for your team, request a briefing at https://shahvatsal.com/contact.