
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 ...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/06/2026
Frequency, the engine powering many of the world's leading streaming television channels, today announced the launch of In-Scene Advertising, a new monetiza...
05/06/2026
Berklee Study Reveals Video Has Become Essential to Music Careers Survey findings show social platforms have become the primary source of music for video cont...
04/06/2026
Sony Electronics is introducing the SRG-AS10, a 4K 60p-compatible PTZ auto-frami...
04/06/2026
This recent grad from Spring, TX, led creative-video output for the Aggies' men's basketball team last season and has been producing video and creating ...
04/06/2026
For the first time at a women's golf major, every player in the field will r...
04/06/2026
Three Panasonic PT-RQ45 40,000-lumen 3-Chip DLP projectors made their first live...
04/06/2026
Bitmovin and Akamai have announced a collaboration with NRJ Group, a French mult...
04/06/2026
Telestream will exhibit at InfoComm 2026 (Booth N7952), demonstrating media work...
04/06/2026
Sony has announced the development of RIALTO 65, a 65mm format image sensor block for the VENICE 2 digital cinema camera, targeting release in the first half of...
04/06/2026
KOKUSAI DENKI Electric America will exhibit at InfoComm 2026 (Booth N8025, June ...
04/06/2026
Bell Media's TSN and RDS are the exclusive Canadian broadcasters of FIFA Wor...
04/06/2026
The Challenge: Receiving Heavy Media Files From Road Games Quickly and ReliablyT...
04/06/2026
MASV, a managed file transfer platform used in broadcast and live sports product...
04/06/2026
NESN has announced the appointment of Fahad Haider as Vice President of Operations and Engineering. Haider returns to NESN, where he previously served as Vice P...
04/06/2026
David J. Halberstam, who spent almost 50 years in sports as a broadcaster and an executive, died June 2 after a years-long battle with brain cancer.
Over his l...
04/06/2026
Although collegiate production programs are tasked with delivering high-quality ...
04/06/2026
California studio, two production trucks, global distribution system are combine...
04/06/2026
New global program empowers and supports storytellers through scriptwriting course and access to industry experts
TikTok and Sundance Institute today announce...
04/06/2026
Steinberg DAWs now boast in-depth Tonalic integration
Celemony's innovative virtual session musician plug-in has just received an update that brings ARA...
04/06/2026
Get Hands-On With Over 20 Mic Brands
GearExpo UK is fast approaching, and if you've been looking for a chance to check out some new mics, then you'r...
04/06/2026
Combos feature new Amplifier Intelligence engine
Positive Grid's latest release sees the company introduce two new combo amplifiers that promise to offe...
04/06/2026
Is Your Job Making You Work this June?
4 June, 2026
Media releases
SBS Launches the World Cup Watchers' Rights Association to Stand Up For Australians&...
04/06/2026
Statement regarding unauthorised use of SBS logos on third party social content
4 June, 2026
Media releases
SBS has become aware of social media posts in c...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Bitmovin, a leading provider of video streaming infrastructure, and Akamai, the cybersecurity and cloud computing company that powers and protects business onli...
04/06/2026
American Underground (AU), the Startup Hub of the South and a community of mor...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/06/2026
NVIDIA and Microsoft Reinvent Windows PCs for the Age of Personal AI
Brie Clayton June 3, 2026
0 Comments
RTX Spark - a 1-Petaflop Superchip, the Full...
04/06/2026
Inside the Peaky Blinders: The Immortal Man Grade
Brie Clayton June 3, 2026
0 Comments
Simone Grattarola discusses shaping the look in DaVinci Resolve...
04/06/2026
Cine Gear Expo Announces 2026 Awards of Excellence Recipients
Brie Clayton June 3, 2026
0 Comments
Ed Lachman ASC, Caleb Deschanel ASC, and M. David M...