Running stateful applications on Kubernetes exposes a practical, expensive problem that too many IT teams treat as an implementation detail: storage is no longer a simple LUN, it’s a policy, a lifecycle, and a compliance record. Kubernetes YAML manifests multiply fast — StorageClass, PV, PVC, snapshots, backups — and when those artifacts are created by app teams without a consistent platform beneath them, you get misconfigurations, undocumented retention windows, and silent overprovisioning that drives up both CAPEX and OPEX.

Traditional SAN/NAS and manual provisioning workflows fail in this model because they weren’t built for declarative, API-first consumption. They require ticket-driven changes, bespoke scripts, and periodic forklift refreshes. The strategic shift is toward intelligent data platforms — platforms that integrate natively with Kubernetes (CSI, CRDs, policy-as-code), present lifecycle controls through YAML, and centralize audit, immutability, and tiering. Platforms like STORViX replace ad-hoc storage plumbing with predictable, observable storage lifecycles so teams can control costs, reduce risk, and keep compliance in the same operational plane as their manifests.