The Pulse #191: a new trend of CPU shortages
CPU shortages are back. For the first time since the cloud wars, compute-intensive services need to reserve capacity now—not next quarter.

Why it matters
AI workloads are reshaping cloud compute economics and creating new bottlenecks. CPU availability is tightening, forcing practitioners to rethink capacity planning and reservation strategies this cycle.
The key facts
5 to knowCPU shortages emerging as new trend in compute-intensive services
Recommendation to reserve compute capacity proactively
Shift in cloud economics driven by AI demand
Engineers losing operational touch as AI automates incident response
Post-COVID unicorn funding cycle contracting
Go to the source
Pragmatic Engineernewsletter.pragmaticengineer.com
Publisher excerpt: For compute-intensive services: it’s worth reserving more compute now. Also: growth dreams end for more COVID-era unicorns, engineers losing touch with systems when AI handles incidents, and more