The Developer Experience Problem with Kubernetes at Scale

At Aplahub we run thousands of production services across hundreds of Kubernetes clusters. At that scale, developers were spending 30–40% of their time on YAML, deploys, and ops (the outer loop) instead of writing product code (the inner loop). That’s a platform problem, not a training problem.