KubeCon + CloudNativeCon Europe 2025

One of the most significant challenges facing the ML community in large organizations is the fragmentation of the data ecosystem, compounded by organizational silos and an inconsistent technology landscape. Tackling these barriers is critical to enabling efficient, scalable, and impactful machine learning solutions. At Volvo Cars, George and Steve are deeply committed to breaking silos, empowering users and enabling collaboration via the MLOps.

In this session, they will share their experience of designing and implementing ML platform on Kubernetes that bridges these gaps. The talk will cover architectural choices, key lessons learned, and best practices to address data accessibility, streamline workflows, and ensure seamless integration across diverse teams. Attendees will also gain insights into how this cloud-native platform enables faster experimentation, greater reproducibility, knowledge sharing and scalable deployment of ML models across the organization.