Kubernetes has moved from infrastructure choice to operational default as enterprises bring AI into production, according to the CNCF’s 2025 cloud native survey. More than 80% of container users now run Kubernetes in live environments, with two-thirds managing AI inference on it. Yet adoption remains cautious, revealing that organizational readiness—not technology—now defines who scales AI successfully.
