Oxford Quantum Circuits (OQC) is a European leader in a full-stack quantum computing company. Since 2017, we have been at the forefront of building quantum computers for the commercial advantage era where quantum applications derive real business value for customers. A key step towards this vision is bringing quantum computing and AI together within existing enterprise infrastructure. But how do we bridge the gap between quantum hardware and cloud-native machine learning workflows? In this session, we share practical insights from hybrid quantum-classical ML pipelines with enterprise partners. Using credit card fraud detection as a real-world case study, we demonstrate how Kubeflow seamlessly orchestrates hybrid training workflows combining classical with remote quantum processing. Attendees will gain actionable knowledge on building scalable, hybrid quantum-classical infrastructure using Kubernetes ecosystem tools. No prior quantum computing experience required.