VDURA today announced VDURA Sentinel™, a proactive support capability included with the VDURA® Data Platform V12. Sentinel runs natively on the platform, watching continuously for faults and other notable events. Customers can share that health data with VDURA’s support team through the Sentinel cloud service, where it is analyzed against patterns drawn from thousands of VDURA systems in the field. When Sentinel spots an issue, it automatically opens a service request with VDURA support, complete with a proposed fix, often before anyone on site knows there’s a problem.
For operators running GPU clusters, the cost of a storage fault is measured in the hours between the fault and the fix: idle accelerators, stalled training jobs, and for a neocloud, tenant SLAs at risk. Conventional storage support adds delay at every step. Someone notices a symptom, files a ticket, gathers logs, describes the problem, and waits for a technician to work out what happened. Sentinel removes that cycle.
Sentinel continuously reads health, capacity, and alert telemetry from each system and compares it against failure patterns VDURA has resolved across thousands of systems in the field. When a pattern matches, the VDURA support team receives a plain-language summary, a trend view, and a recommended action, with the service request already open and, where needed, a parts dispatch initiated on the customer’s behalf. The first person to look at the ticket is looking at a diagnosis, not a blank page.
Sentinel is built on the same API-first foundation as the rest of the V12 platform. The collector gathers its telemetry through the platform’s published APIs, and everything Sentinel sees is equally available to the customer’s own dashboards and observability tooling. There is no privileged vendor-only view: operators get fleet-level observability into their storage as a first-class part of the platform, and VDURA support sees only the subset the customer chooses to share.
Built for security-conscious infrastructure teams
AI factories and GPU cloud providers operate under strict data-handling and tenant-isolation requirements, and many will not accept a vendor agent with write access or an opaque telemetry stream. Sentinel was designed around those constraints:
Read-only, outbound-only. The collector runs inside the customer’s environment with read-only credentials and makes only outbound HTTPS connections. There is no inbound access and no ability to change configuration or touch data.
File data never leaves the building. Sentinel does not transmit file contents, credentials, user or workload information, or logs. Only four categories of operational metadata can be shared: fleet health and capacity metrics, node inventory, alerts, and deep-dive diagnostics.
Per-category control, no support call required. Each of the four categories can be switched off independently, or all sharing can be disabled entirely, by the customer at any time. The local dashboard and the underlying storage are unaffected either way.
Inspect before it ships. A built-in payload inspector shows the exact contents of every outbound push before it is sent.
Auditable code. VDURA publishes the collector as dependency-free, readable Python so customer security teams can review exactly what it does.
Availability
Sentinel is included with the VDURA Data Platform V12 release, including the local fleet health dashboard and API access to the underlying telemetry. Proactive service requests and parts dispatch are delivered through VDURACare Premier, VDURA’s 10-year support offering that covers hardware, software, and 24×7 expert response under a single contract.
Learn more: vdura.com/vdura-sentinel-support
VDURA Data Platform V12 Now Generally Available, the Hyperscaler Storage Playbook to AI Factories and Neoclouds on Supermicro
Posted in Commentary with tags VDURA on September 30, 2026 by itnerdVDURA today announced the general availability of the VDURA® Data Platform V12, the release that turns the platform into a multi-tenant, API-driven storage service for GPU clouds and AI factories. V12 ships as a qualified solution on Supermicro Building Block Solutions®, scaling from 8 to 100,000 GPUs on one software stack. VDURA will showcase V12 at Ai Everything Abu Dhabi, 6–7 October at ADNEC Centre, Booth H3-D45.
Neoclouds and AI factories exist to rent and run GPUs, and storage determines how much of that GPU capacity turns into revenue. Every accelerator waiting on a checkpoint, a model load, or a cold read is margin lost. Every tenant that cannot be isolated is a contract that cannot be signed. Every kilowatt spent on storage is a kilowatt not spent on compute. V12 was engineered for that operating model: keep every GPU fed, keep every tenant isolated, keep every cluster online, and do it on hardware operators already standardize on.
What is new in V12
V12 extends the HYDRA architecture, VDURA’s High-performance, Yield-optimized, Distributed, Resilient Architecture, with the capabilities multi-tenant GPU infrastructure requires:
Qualified on Supermicro
V12 is qualified on 100% Supermicro Building Block Solutions. The qualified configuration uses the Supermicro AS-1116CS-TN, a 1U system with a single AMD EPYC™ 9005 series processor and 12 NVMe bays, as both the VeLO Director node and the all-flash F-Node, alongside the AS-2015HS-TNR hybrid storage node and the CSE-947HE2C 4U 90-bay JBOD for the mixed-fleet data plane. Every node connects with RDMA straight to the GPU nodes and no dedicated back-end storage fabric.
Built for GPU economics
Clusters grow online from three nodes to thousands, and flash share is a dial rather than a fork. A single platform at roughly 20 PB usable spans a 35x performance range, from a capacity-optimized mixed fleet at 2% flash and 18 kW to an all-flash configuration at 1,000 MB/s per TB, so operators size storage to the workload instead of standing up a second system when the workload changes. The result is 2x+ performance per watt and more than 60% lower total cost of ownership than competitive architectures at the same feed rate, which returns power, rack space and capital to the operator for more GPUs.
Proven at scale
V12 builds on 25 years of parallel file system engineering, from PanFS to VDURA, with more than 1,000 production deployments in over 50 countries and namespaces of more than 1,500 nodes. VDURA Data Platform V12 was named AI Data Management Solution of the Year in the 2026 AI Breakthrough Awards.
Meet VDURA and Thor at Ai Everything Abu Dhabi
VDURA will demonstrate V12 on Supermicro at Ai Everything Abu Dhabi, 6–7 October 2026, ADNEC Centre, Booth H3-D45. VDURA partner Hafþór “Thor” Björnsson (The Mountain from Game of Thrones and Strongman), whose record-setting data lifts have powered VDURA, will be at the booth alongside Team VDURA. Operators building or expanding GPU capacity in the region can book time with the team at AI Everything Abu Dhabi.
Availability
VDURA Data Platform V12 is generally available today for all V5000 class systems and as an upgrade for V11 customers. VDURA SentinelTM is included with V12; proactive service requests and parts dispatch are delivered through VDURACare Premier, VDURA’s 10-year support offering covering hardware, software and 24×7 expert response under a single contract. Learn more at vdura.com/data-platform.
Leave a comment »