Cloud Native Computing Switzerland Meetup: DevOps for AI with Kubeflow
On March 10, 2026, Marco Crisafulli and I presented at the Cloud Native Computing Switzerland Meetup in Zürich.
Abstract
Despite massive investments in AI, most enterprise AI initiatives fail to reach production — not because of model quality, but because of fragmentation among data science, platform engineering, and business teams. MLOps addresses this challenge by applying DevOps principles to machine learning, and Kubeflow has emerged as a de facto open platform for operationalizing these practices in cloud-native environments.
In this talk, we explored how Kubeflow enables collaboration, automation, and repeatability across the entire ML lifecycle, from requirements gathering and experimentation to deployment and continuous improvement. Using a real end-to-end example, we demonstrated how Kubeflow Pipelines, training workflows, and integration with the CNCF ecosystem help teams move beyond ad-hoc experimentation toward production-grade AI systems.
Attendees saw how a vendor-neutral Kubeflow-based MLOps architecture supports multi-cloud deployments, enforces operational best practices, and creates continuous feedback loops between stakeholders. Whether you are introducing MLOps for the first time or refining an existing platform, this session provides practical insights into using Kubeflow to turn AI from a research activity into a sustainable business capability.
Key Takeaways
- Don’t throw out what you learned from classical IT projects - Requirement engineering, project phases, and KPI setting are still essential
- Start small - Kubeflow has many components, start with one and avoid over-engineering
- Run a dedicated cluster - Use managed services if possible
- It’s not a magic platform - You still need to think about the process
- Always evaluate your results - Outcomes can change dramatically after small changes - “anything can change everything”
Links & Resources
- Slides
- Link Page for Attendees
- Meetup Event Page
- VSHN Meetup Recap
- Kubeflow Introduction
- Kubeflow Training from CNCF
- Wavestone: Beyond Traditional Change Management
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