Cloud or on premises? That's the question many organizations ask when building AI infrastructure.
Cloud computing can help developers get a fast start with minimal cost. It's great for early experimentation and supporting temporary needs.
As businesses iterate on their AI models, however, they can become increasingly complex, consume more compute cycles and involve exponentially larger datasets. The costs of data gravity can escalate, with more time and money spent pushing large datasets from where they're generated to where compute resources reside.
This AI development speed bump is often an inflection point where organizations realize there are opex benefits with on-premises or collocated infrastructure. Its fixed costs can support rapid iteration at the lowest cost per training run, complementing their cloud usage.
Conversely, for organizations whose datasets are created in the cloud and live there, procuring compute resources adjacent to that data makes sense. Whether on-prem or in the cloud, minimizing data travel - by keeping large volumes as close to compute resources as possible - helps minimize the impact of data gravity on operating costs.
Own the Base, Rent the Spike' Businesses that ultimately embrace hybrid cloud infrastructure trace a familiar trajectory.
One customer developing an image recognition application immediately benefited from a fast, effortless start in the cloud.
As their database grew to millions of images, costs rose and processing slowed, causing their data scientists to become more cautious in refining their models.
At this tipping point - when a fixed cost infrastructure was justified - they shifted training workloads to an on-prem NVIDIA DGX system. This enabled an immediate return to rapid, creative experimentation, allowing the business to build on the great start enabled by the cloud.
The saying own the base, rent the spike captures this situation. Enterprise IT provisions on-prem DGX infrastructure to support the steady-state volume of AI workloads and retains the ability to burst to the cloud whenever extra capacity is needed.
It's this hybrid cloud approach that can secure the continuous availability of compute resources for developers while ensuring the lowest cost per training run.
Delivering the AI Hybrid Cloud with DGX and Google Cloud's Anthos on Bare Metal To help businesses embrace hybrid cloud infrastructure, NVIDIA has introduced support for Google Cloud's Anthos on bare metal for its DGX A100 systems.
For customers using Kubernetes to straddle cloud GPU compute instances and on-prem DGX infrastructure, Anthos on bare metal enables a consistent development and operational experience across deployments, while reducing expensive overhead and improving developer productivity.
This presents several benefits to enterprises. While many have implemented GPU-accelerated AI in their data centers, much of the world retains some legacy x86 compute infrastructure. With Anthos on bare metal, IT can easily add on-prem DGX systems to their infrastructure to tackle AI workloads and manage it the same familiar way, all without the need for a hypervisor layer.
Without the need for a virtual machine, Anthos on bare metal - now generally available - manages application deployment and health across existing environments for more efficient operations. Anthos on bare metal can also manage application containers on a wide variety of performance, GPU-optimized hardware types and allows for direct application access to hardware.
Anthos on bare metal provides customers with more choice over how and where they run applications and workloads, said Rayn Veerubhotla, Director of Partner Engineering at Google Cloud. NVIDIA's support for Anthos on bare metal means customers can seamlessly deploy NVIDIA's GPU Device Plugin directly on their hardware, enabling increased performance and flexibility to balance ML workloads across hybrid environments.
Additionally, teams can access their favorite NVIDIA NGC containers, Helm charts and AI models from anywhere.
With this combination, enterprises can enjoy the rapid start and elasticity of resources offered on Google Cloud, as well as the secure performance of dedicated on-prem DGX infrastructure.
Learn more about Google Cloud's Anthos.
Learn more about NVIDIA DGX A100.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
09/10/2026
nxtedition will exhibit for the first time at Asias Broadcasting & Infotainment Show (A.B.I.S) in Mumbai, bringing its integrated production platform and latest...
09/10/2026
Today's AI Isn't the Answer
Andy Marken October 8, 2026
0 Comments
Let's say you're telling the truth, and this is all a dream. - Do...
09/10/2026
Ikegami to Introduce New UHK-X700VN Camera at NAB New York, Offering Advanced Cr...
09/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/10/2026
Witness world firsts, new arrivals and the work that goes on behind the scenes a...
09/10/2026
September 10 2026, 06:00 (PDT) Dolby Expands Dolby OptiView Platform with New Capabilities at IBC 2026
New Sports Intelligence helps providers better unders...
08/10/2026
Modern venues have come a long way since the tinny, echoing audio of the mid 20t...
08/10/2026
ESPN's first Super Bowl production will stream in English and Spanish on Disney+, while the ESPN App carries the full slate of game, ManningCast, studio, an...
08/10/2026
From high-school videoboards to War Eagle Productions, the Opelika native is learning how to lead shows and capture big moments
The future of live sports produ...
08/10/2026
The Television Academy and Prime Video have announced a six-year agreement making Prime Video the exclusive global home of the Emmy Awards beginning with the 20...
08/10/2026
Techex will exhibit at NAB Show New York 2026 (Booth 623, Javits Center, October...
08/10/2026
X Games has announced the appointment of Steve Rogers as Chief Operating Officer. Rogers previously served as COO of World Supercross and spent nearly a decade ...
08/10/2026
Fonn Group has appointed Trevor Spielmann as Sales Director for Germany, Austria, and Switzerland. Spielmann joins from EVS, where he held sales and business de...
08/10/2026
The flagship program will originate from major PG events with a four-camera production, live distribution across PGTV, social platforms
Perfect Game is bringin...
08/10/2026
Innovation rarely happens in a vacuum. More often, it happens at the point of collision: when worlds that have run on separate tracks begin to converge. That is...
08/10/2026
For decades, the production and broadcast services business has run on a familia...
08/10/2026
Uplynk, Zixi, BroadView Software, and Grass Valley have published The IP Converg...
08/10/2026
The NFL has announced the return of the Big Data Bowl, the league's analytics competition, now in its ninth year and again powered by AWS. Registration is o...
08/10/2026
Eutelsat has renewed its partnership with T l diffusion d'Alg rie (TDA), Algeria's national broadcasting network operator, for continued distribution of...
08/10/2026
Disney will livestream Super Bowl LXI on February 14, 2027, alongside the game's broadcast on ESPN and ABC. All Disney subscribers in the United States wi...
08/10/2026
RHStv and Red House Streaming have announced an expansion of their partnership w...
08/10/2026
Gray Media has announced a distribution agreement with TEGNA and DAZN to simulca...
08/10/2026
SVG readers can save 10% on registration and receive a complimentary Solutions H...
08/10/2026
PROTON Camera Innovations GmbH has been named a recipient of a 2026 Technology a...
08/10/2026
Industry leaders discuss real-world cloud workflows for live game production, pl...
08/10/2026
The next-gen audio technology joins Dolby Vision as part of Apple TV's immersive F1 experience...
08/10/2026
David France, Jesse Short Bull, Mato Wayuhi, N. Bird Runningwater, Jodi Archambau, Jhane Myers, Paul McGuire, Amber Morning Star Byars, Holly Macarro, Nick Tils...
08/10/2026
Dynamic panning plug-ins get an upgrade
Sound Particles have just announced major updates for two of their popular dynamic panning plug-ins. Energy Panner 2...
08/10/2026
New expandable instrument boasts full DMNO engine
UDO Audio have just announced the upcoming release of a new, expandable synth that packs the power of the ...
08/10/2026
Two new subwoofers added to monitoring line-up
ADAM Audio's monitoring range has just been expanded with two new DSP-equipped subwoofers, the Sub8 PRO a...
08/10/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
08/10/2026
Calrec gives broadcasters freedom of choice at NAB Show New York We're looking forward to meeting up with you all at NAB New York on 21st-22nd October.
Cal...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Globecast, a leading provider of broadcast, media and entertainment managed services, will showcase its next generation of media orchestration services at NAB S...
08/10/2026
Clear-Com played a critical role in the production communications infrastructure for Rock in Rio 2026, one of the world's largest and most recognized music...
08/10/2026
Sohonet Launches ClearView Rush: A Leap Forward in Studio Review, Built for Crea...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/10/2026
Ikegami announces a major expansion to its range of broadcast-quality live production cameras. Scheduled for introduction on Ikegami booth 708 at NAB New York, ...
Cloud or on premises? That's the question many organizations ask when building AI infrastructure.
