The Kubernetes-Free Path to Scaling Self-Hosted LLMs

Enterprises face a dilemma: self-host LLMs for data privacy, or embrace Kubernetes for scale. Azure Container Apps resolves this tension by delivering serverless container orchestration with GPU support and Dapr integration—enabling teams to graduate from local experiments to production AI systems without Kubernetes overhead.