Elasticity
Elasticity on Beyond Market Intelligence: a running collection of 2 stories we have gathered and hand-picked because they are worth your time. Every post here touches on elasticity in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around elasticity, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
Three Generations of Autoscaling — And Why Agentic Traffic Breaks All of Them
For two decades, autoscaling has been a cornerstone of cloud infrastructure. However, the rise of agentic traffic—autonomous agents dynamically generating requests—is exposing fundamental limitations in these established approaches. This post explores three generations of autoscaling and definitively demonstrates how agentic traffic renders them ineffective. Discover a new paradigm for capacity planning, one built to address the evolving demands of the AI era. For further insight into related infrastructure investments, see "Nvidia investing $1.5B in SoftBank data center developer behind OpenAI project."
Presentation: Parting the Clouds: The Rise of Disaggregated Systems
The future of cloud databases is shifting. Murat Demirbas’s presentation, "Parting the Clouds: The Rise of Disaggregated Systems," explores this evolution, driven by the need for greater cost efficiency and scalability. Demirbas details how decoupling compute from storage—a concept foreshadowed by classical Paxos—unlocks elastic scaling and robust fault isolation. He analyzes the network tradeoffs and emerging self-assembling database designs shaping this transformative architecture. For deeper insight into related trends, explore "AWS Lambda's Self-Managed Code Storage" and its implications.