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Blog Archives
AI Infrastructure Island: The Great Miscalculation
Goldman Sachs raised its traditional server forecast more than its AI forecast through 2030, exposing a costly misconception. Organizations are not replacing infrastructure with AI, they are stacking AI on top of it. Each new workload becomes another island. The platforms that win the AI decade will absorb new workloads instead of building another silo.
VMware Alternative Near-Future Requirements
The VMware alternative near-future requirements go beyond reducing licensing costs. Organizations need a platform that supports future workloads while maximizing the value of existing infrastructure, letting new technology and existing hardware coexist and lowering refresh costs.
Why Storage Recovery Matters Over Drive Reliability
Drive reliability has stopped being the deciding factor in storage architecture. Recovery behavior during failure has taken its place. Parity-based systems force production workloads to compete with reconstruction for the same resources. Replication-based architectures preserve predictable performance during failure. Refurbished enterprise SSDs become viable inside recovery-aware platforms.
Kubernetes Backup: What ‘Ephemeral’ Workloads Really Need
Developers describe containers as ephemeral. Infrastructure teams who carry that assumption into their Kubernetes backup strategy assume there is nothing to protect. The pod is disposable. The workload is not. Six layers of state live inside the Kubernetes API, survive every pod restart, and disappear entirely when the cluster fails.
Tagged with: AI, Artificial Intelligence, Cloud, Containers, Data Protection, Kubernetes, Technology
Posted in Article, Blog
Posted in Article, Blog
Why Kubernetes Persistent Storage is Harder Than It Should Be
Kubernetes persistent storage is not a provisioning problem. It is an architectural coordination problem. CSI standardized how storage plugs into Kubernetes but did not eliminate operational fragmentation between the storage system, snapshot tool, backup product, and DR layer. The fix is structural. Collapsing storage, virtualization, and Kubernetes integration into one control plane removes the integration tax assembled architectures keep paying.
Memory and Flash Prices Are Not Coming Down
The memory market broke in 2025. DRAM contract prices rose 90 to 95 percent in Q1 2026, with another 58 to 63 percent projected for Q2. This is not a cyclical shortage. It is a structural reallocation of wafer capacity to HBM that will hold prices elevated through 2027. Storage architects need a new procurement playbook now.
Tagged with: AI, Artificial Intelligence, finance, Flash, news, Storage Refresh, Technology
Posted in Article, Blog
Posted in Article, Blog
Understanding the Recovery Time Gap: Infrastructure vs Backup Solutions
Only 35% of organizations meet their recovery target. The recovery time gap is not a backup product problem. Recovery fails on configuration, not data — and no backup product can fix what the architecture above it broke. Here is the structural fix.
Tagged with: Backup, Data Protection, marketing, Replication, Security, Technology, testing
Posted in Article, Blog
Posted in Article, Blog
Hypervisor Deduplication: The Hidden Tax
Hypervisor deduplication has a storage efficiency problem that most buyers don’t discover until after deployment. For years, the overhead it creates was hiding in plain sight — organizations focused on RAM consumption, licensing costs, and hardware compatibility while storage overhead…
The Memory Crisis is Broadcom’s Best Retention Tool
Broadcom didn’t create the memory crisis, but it may be its biggest beneficiary. Rising DDR5 and enterprise SSD prices have doubled server costs and stretched lead times to nearly a year — making the exit math work against organizations that need new hardware to make the switch.
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