Why look at infrastructure now, not just at AI?

Boaz Ziniman, with 30 years in the industry and a long tenure at AWS, explains that preparing for an upcoming event pulled him away from the model layer and back to fundamentals: machines, disks and networking. His observation is direct: most of us focus on what is shiny, while the infrastructure holding everything up is treated as "it works, don't touch it."

In his view, "don't touch it" is also a decision. Like any decision, it carries a price, and that price is paid every month whether anyone notices or not.

How does managing storage and networking differ from managing compute?

With compute, the industry has matured. Monitoring and Auto Scaling tools, accumulated know-how and vendor support make it possible to add and remove capacity with almost no manual effort. Whatever is unused simply disappears.

Networking and storage tell a different story. Systems are spread across multiple availability zones and even regions for resilience, and every byte moving between them is billed. Network and VPC rules only accumulate, because nobody wants to delete a rule that something might still depend on.

How does silent waste build up in storage?

Cloud disks almost always grow and rarely shrink. Reducing a disk means provisioning a new one, copying data, accepting downtime and getting sign-off. It is technically possible, yet the disk allocated just in case several months ago is still being billed every month.

Size is only part of the problem. Performance is also bought as insurance: IOPS set to avoid a bottleneck, or a larger disk chosen purely for throughput because that is how it used to work. Nobody checks whether those assumptions still hold, and nobody volunteers to lower performance in production.

Why does the bill change when the configuration does not?

According to Boaz, cloud providers adjust prices and pricing models frequently, and a recent update is set to change invoices for a large number of customers. Your settings stay the same, but what they cost does not.

While attention is fixed on AI, this infrastructure layer keeps expanding quietly, and every system in the organization, intelligent or not, runs on top of it. The question Boaz leaves readers with: when did someone on your team last reduce anything in storage, and what did it take?