The cloud is built on abstraction, standardisation, and scale. It works because most workloads can be made to look the same.

Databases are the exception. Their performance characteristics, failure modes, and architectural constraints are deeply tied to how they are built and deployed.

As AI increases the pressure on data systems, the tension between cloud uniformity and database specificity becomes more visible.