Why AI Won't Solve the Hardest Part of Integrations
DevOps.com, Thursday, May 28th, 2026
AI accelerates integration code creation, but operational infrastructure challenges remain critical at scale.
While AI tools can significantly speed up writing integration code by leveraging API documentation and prompts, the article argues that building integrations is not the hardest part - managing them operationally is.
As teams build more integrations faster with AI assistance, the underlying infrastructure burden increases substantially, requiring robust systems for handling credential expiration, API changes, monitoring, and customer support across hundreds or thousands of customers.
Technical leaders must carefully decide what to build versus buy, focusing internal development on features that create direct product value while treating operational infrastructure - like retry systems, authentication handling, and monitoring dashboards - as potential buy decisions rather than build defaults, since these systems typically become more expensive and brittle as scale increases.