Provisioning for the Agentic Era: How Databricks Built a Self-Serve Infrastructure Vending Machine
Databricks, Thursday, July 23rd, 2026
Databricks describes building a self-serve infrastructure 'vending machine' for the agentic era.
Databricks shares how it built an internal self-serve infrastructure provisioning system, described as a vending machine, to support the agentic era. The post covers how teams and AI agents can request and receive infrastructure quickly and safely.
It details the automation, guardrails, and platform engineering behind the system. The engineering deep dive targets platform and infrastructure teams scaling for AI workloads.