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 ...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
23/07/2026
Evergent (5.A86) will showcase its Agentic Revenue Orchestration Platform for streaming services, sports leagues, pay-TV operators at IBC2026 (RAI Amsterdam, 11...
23/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
23/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
23/07/2026
David Dvir, 2D founder (left), Sundeep Reddy (center), and Jean-Marc Bouchut (right), both of Zeiss...
23/07/2026
Screen Australia announces new national documentary accelerator program 23 July 2026
Screen Australia has today announced the Above the Line Documentary Accel...
23/07/2026
RT Commercial today announced Honda as sponsor of Today with David McCullagh RT Radio 1, weekdays 9am 11am.
Broadcasting directly after Morning Ireland in ...
23/07/2026
RT News is pleased to announce Barry Gallagher has been assigned as the new journalist covering news from Cork, Kerry and the wider Southern region
Working al...
23/07/2026
Lock in and load up the cloud. GFN Thursday brings fresh updates and new adventu...
22/07/2026
Among other tweaks to coverage, the broadcaster added announce positions in the ...
22/07/2026
The Australian Sports Technologies Network (ASTN) has reported a sharp acceleration in Australia's sportstech sector, with revenue growth rising from 10% in...
22/07/2026
From a retrofitted broadcast bus to packed Match Day Live! events, Bennett detai...
22/07/2026
TMRW Sports has named Brendan Donohue as President, Flag Football, where he will lead the company's professional flag football business in partnership with ...
22/07/2026
Stephen Arnold Music (SAM) designed and produced soundtracks for nine projection...
22/07/2026
Harmonic has announced a $25,000 donation to Global Empowerment Mission (GEM) fo...
22/07/2026
Telemundo has announced it has acquired from UC3 exclusive U.S. Spanish-language...
22/07/2026
The Rest Is Football, hosted by Gary Lineker, Alan Shearer, and Micah Richards, ...
22/07/2026
Sports Studio has announced a partnership with TheSoul Group to distribute Free ...
22/07/2026
Daktronics has concluded its 2026 High School Video Summit, a two-day hybrid event combining virtual sessions with hands-on host school visits across the countr...
22/07/2026
FOR-A America will exhibit at the MMCA Show in Pensacola, Florida (July 21-24), marking the company's first appearance at the house of worship AV event. FOR...
22/07/2026
The New York Yankees have selected Lumen Technologies (NYSE: LUMN) to connect Ya...
22/07/2026
Calrec will exhibit at IBC 2026 (Stand 8.C47) with demonstrations of its IP-native audio ecosystem built around the Argo console range, and will announce two ne...
22/07/2026
Solid State Logic has announced the appointment of Algam EKO as its distributor for SSL large format consoles in Italy, covering the Live, Broadcast, and Studio...
22/07/2026
FloSports has announced the launch of the FloSports Channel, a free ad-supported streaming channel premiering on Prime Video in the U.S. on July 21. The channel...
22/07/2026
Banana Ball TV (BTV), the broadcast operation of the Savannah Bananas, has insta...
22/07/2026
SiriusXM and Audacy have announced an agreement bringing 42 Audacy sports, news, and talk stations from 29 U.S. markets to SiriusXM. Twenty-three Audacy sports ...
22/07/2026
The collaboration produced more than 500 short-form videos across four cities th...
22/07/2026
At 2,600 sq. ft., the new home of digital content houses a main studio, podcast space, and an auxiliary control room
NFL franchises are accelerating their prod...
22/07/2026
Library now available in Engine Player
Another of Eduardo Tarilonte's popular sample libraries has just been moved over to Engine Audio's Engine Pla...
22/07/2026
All-in-one mic & DSP interface overhauled
Cloudvocal have just refreshed the design of their all-in-one mic, audio interface and DSP processor, introducing ...
22/07/2026
The final boss of the lost dual-op-amp circuit
Electro-Harmonix have just introduced the Deluxe Big Muff Pi 2, which they say offers their latest take on t...
22/07/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
22/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/07/2026
Proven managed IP solution helps broadcasters confidently navigate the future of broadcast distribution
LTN announces it has completed successful satellite-to-...
22/07/2026
Today, Chaos announced V-Ray 7, update 4, eliminating the need for asset conversions and tool switching, which slow down media and entertainment pipelines. Arti...
22/07/2026
An AI playground for the Project Indigo camera app
Marc Levoy July 22, 2026
0 Comments
At left is the user interface of our Playground, running on an ...
22/07/2026
Custom Consoles announces the completion of a large technical furniture project for Radio T l vision Suisse (RTS) at the networks recently inaugurated productio...
22/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/07/2026
Culver City, CA, July 21, 2026 3D streaming infrastructure provider Miris today announced glTF intake, including the binary .glb form, to its spatial streamin...
22/07/2026
Documentary Lo Invisible Captured with Blackmagic PYXIS 6K
Brie Clayton July 21, 2026
0 Comments
Camera's versatile design allowed filmmakers to c...
22/07/2026
AAF Bridge converts AAF and XML Timelines to Ableton Live - and back
Jerome Gardier July 21, 2026
0 Comments
A two-way converter for macOS and Windows...
22/07/2026
From Class to Concert: Explore a Student-Led Production of David Bowies Work Thr...
22/07/2026
NVIDIA founder and CEO Jensen Huang today visited the Naval Postgraduate School in Monterey, California, to commission an NVIDIA DGX GB300 system - bringing one...
Cloud or on premises? That's the question many organizations ask when building AI infrastructure.
