Cloud Native Glasgow December

In December we round out the year with our final Glasgow Cloud Native community meetup.

**Kubernetes For The Little Guy: Real Workloads Without a Hyperscaler Budget**

We've all seen the hyperscale clusters powering the AI boom, with thousands of nodes, tens of thousands of GP

Us, and enough power usage to rival most nations. Plenty of us have a homelab quietly humming away on second-hand enterprise tin or an old laptop. But what about the bit in between? Can a small shop get genuinely useful, genuinely demanding work out of affordable(ish) hardware? And how can we ensure that any compute is shared fairly? At Amber

Wolf, one modest cluster earns its keep supporting our offensive security capabilities: AI inferencing and agentic workflows, CI runners and payload generation for our internal tooling, and GPU-backed password cracking. None of it is mass-scale, and the budget was a very real driver. Join us for a tour of how we make that work in practice: scheduling GPU jobs so expensive sili