Palo Alto, California.
The average American mid-market company now spends over $2.4 million each year on cloud infrastructure, a number that has grown by 23% annually for three years in a row, according to Flexera’s 2025 State of the Cloud report. Much of this cost is not for actual computing power, but for inefficiencies such as idle servers, unnecessary storage, and virtualization layers that consume resources faster than needed. Broadcom infrastructure software’s latest update targets this waste directly, and its release was timed to coincide with the company’s Q2 financial review.
On May 5, 2026, Broadcom released VMware Cloud Foundation (VCF) 9.1, an updated virtualization and private cloud platform intended to close the gap between hardware capacity and operational throughput. This is Broadcom Infra Software at its most commercially focused: not a blue-sky architecture announcement, but an engineering update built around measurable reductions in business cloud expenses for organizations running existing physical infrastructure.
The Mechanics Behind Lower Business Cloud Expenses
VCF 9.1 reduces costs using enhanced NVMe memory tiering. Normally, servers rely on DRAM, which is fast but expensive and limited. VCF 9.1 adds a smart tiering system that tracks memory usage and moves less-used data to NVMe storage. This expands the server’s usable memory without adding more hardware. For companies running data-heavy workloads or AI tasks, this means each server can handle a much larger workload.
Additionally, VCF 9.1 says important improved vSAN deduplication and compression can cut costs by 39% per terabyte, according to Broadcom. For corporate sourcing teams, this is a strong argument. A 500-node cluster that used to need new hardware every three years could now wait an extra 18 months before upgrading. With typical server prices, this delay could save the company millions in capital expenses.
Virtual Machine Control as the Central Cost Lever
The discipline of virtual machine control, managing how compute resources are assigned, scheduled, and reclaimed across a fleet of virtualized servers, has always been the primary variable in enterprise infrastructure economics. VCF 9.1 advances this discipline in two meaningful ways.
First, the platform’s automated operations can now manage up to 5,000 hosts from a single control point. Before, large companies had to use separate management systems for different clusters. This breaking up often goes unnoticed in procurement, but Gartner says companies with fragmented management spend 31% more on IT operations staff than those with unified systems. VCF 9.1 removes this problem.
Second, Broadcom has integrated AI observability directly into the machine control layer, surfacing real-time metrics on token throughput, GPU usage, and time-to-first token across heterogeneous compute environments. For organizations now running AI inference workloads alongside legacy enterprise applications, this visibility function alone changes the economics of datacenter budget planning. You cannot optimize what you cannot measure. And until VCF 9.1, most enterprises lacked a single instrument panel that covered both domains.
The Broadcom Enterprise Software Server Configuration Pricing Model
It’s important to understand Broadcom’s enterprise software server configuration pricing model before making any buying decisions. After acquiring VMware in 2023, Broadcom switched to a subscription-per-core model, prompting pushback and leading some to consider other options. VCS 9.1 does not change this pricing, but it does change the value companies get for their money.
Under Broadcom’s current pricing, companies pay a fixed annual fee per CPU core regardless of how much work each core does. Thanks to VCS 9.1’s improvements, each core can now handle about twice as much work, according to Broadcom’s tests. For example, a company paying $8,000 per core per year for a 200-core cluster could cut its per-workload licensing cost in half if it doubles throughput. The subscription price stays the same, but the cost per unit of work drops.
The Q2 Financial Review: What the Numbers Signal
Broadcom is releasing its Q2 financial review today, June 3, 2026, after the market closes. Management expects revenue to grow 47% year over year to about $22 billion, with an adjusted EBITDA margin of 68%. The infrastructure software division, which includes VCF and other Broadcom infra software products, saw a 26% revenue growth and a 78% operating margin in 2025. This shows strong pricing control and steady enterprise adoption.
Those margins matter for corporate sourcing teams in a specific counterintuitive way. A vendor operating at 78 percent software operating margins has the financial leeway to sustain long development cycles, fund enterprise support infrastructure, and absorb feature requests, memory tiering improvements across cross-vendor GPU compatibility, and automated compliance tooling that directly translates into buyer cost savings. Thin-margin software vendors rarely invest ahead of demand in the same way. Broadcom’s Q2 financial review context reinforces that VCF 9.1 is not a one-cycle product push. It shows a structurally well-funded development program.
Why Data Center Budget Planners Should Act Before Year-End
Broadcom’s private cloud outlook 2026 report, released with the VCF 9.1 announcement, found that 56% of organizations now use or plan to use private cloud for production AI inference, compared to 41% using public cloud. Public cloud use for production AI inference fell 15% year over year. That migration trend carries a direct implication for data center budget allocation: organizations that buffer private cloud infrastructure investment today are likely to face a compressed, more expensive upgrade in 18 to 24 months when AI workloads outgrow what public cloud can handle cost-effectively.
Take an example of a regional hospital network in the Midwest. It runs 800 virtual machines across two on-premises data centers and pays a mid-tier cloud provider $180,000 per month for additional compute capacity. With VCF 9.1’s improvements, which double the capacity of existing hardware, the network could potentially absorb that overflow workload on-premises, eliminating the monthly cloud coverage charge entirely. The corporate sourcing case does not require replacing hardware. It requires maximizing what the hardware already has.
The key is improved computing efficiency. VCF 9.1 says virtual machine control lets existing hardware run at higher utilization rates than previously required new equipment. For IT leaders, this shift shifts the budget conversation from asking how much a new cluster will cost to how much more we can get from what we already own.
The Competitive Pressure Now Running Through Enterprise Software
VCF 9.1 is not alone in the market. Broadcom’s strong focus on virtual machine control and cost efficiency has pushed other enterprise virtualization product providers, such as Nutanix, Red Hat, OpenShift, and Microsoft Azure Stack, to respond with their own private cloud storage solutions in 2026. For buyers, this competition leads to faster improvements and usually lower prices.
The enterprise software market is now focused on infrastructure efficiency, not just features or ecosystem size, but on how much work you get for every dollar spent. Broadcom designed VCF 9.1 with this in mind. Companies that compare their own cloud expenses to the Q2 financial review data will see a clear trend: more work, same hardware, lower costs. This is not merely a promise; current performance data shows it is a real engineering result.
Source: Investor Center
