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Home»Interviews»The Magnitude of AI Workflows
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The Magnitude of AI Workflows

Editorial TeamBy Editorial TeamNovember 10, 2025Updated:November 11, 2025No Comments4 Mins Read
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Backblaze, Inc., the high-performance cloud storage platform for the AI period, introduced the discharge of its newest Community Stats Report, revealing how AI workloads are reshaping international knowledge flows to the extent that the corporate is constructing a brand new metric.

Additionally Learn: AiThority Interview That includes: Pranav Nambiar, Senior Vice President of AI/ML and PaaS at DigitalOcean

“The best way knowledge strikes is essentially altering,” mentioned Brent Nowak, Technical Lead Community Engineer at Backblaze. “As AI coaching and inferencing speed up, knowledge is now not simply rising—it’s flowing otherwise.”

The report examines the unprecedented rise of AI-driven knowledge gravity and supplies a primary take a look at the telemetry metrics shaping digital infrastructure within the age of generative AI.

“The best way knowledge strikes is essentially altering,” mentioned Brent Nowak, Technical Lead Community Engineer at Backblaze. “As AI coaching and inferencing speed up, knowledge is now not simply rising—it’s flowing otherwise. Our Community Stats dataset helps quantify that shift so clients can higher perceive, anticipate and design for it.”

The Rise of AI-Pushed Knowledge Motion

Backblaze’s Q3 2025 dataset highlights a hanging sample: visitors related to “neoclouds” (cloud suppliers providing compute, GPU or different AI-related companies) already represents practically one-quarter of whole ingress and egress throughout Backblaze’s international community. Traditionally, CDN visitors dominated as Backblaze’s B2 Object Storage providing grew by internet hosting enterprise backup and storage. Now, AI-related workloads symbolize a brand new class of visitors reshaping the corporate’s community profile.

Not like conventional workloads, AI workloads transfer briefly, intense bursts tied to dataset replication, mannequin coaching, and inference pipelines. This exercise is concentrated in a smaller variety of IP addresses—fewer talkers, greater flows—reflecting the high-density, high-throughput nature of AI compute clusters.

To assist quantify this shift, Backblaze launched a brand new metric: the “magnitude” of visitors, which reveals how a lot visitors every distinctive endpoint carries as a proxy for community depth. The report reveals that AI-related visitors flows are an order of magnitude extra intense than conventional patterns, providing an early sign of how the infrastructure beneath the AI economic system is taking form.

Evolving Community Transparency for the AI Period

This marks the start of a brand new section for Backblaze’s Community Stats sequence, which now joins its long-standing Drive Stats reviews as a daily, quarterly transparency initiative. The dataset tracks bits, packets, flows, IP deal with quantity, visitors classes and protocol-level evaluation—all with common, ninety fifth percentile and most values.

Past combination metrics, Backblaze will start publishing its uncooked community telemetry knowledge quarterly to assist impartial evaluation by researchers, companions, and the broader cloud ecosystem.

The Macro Development: AI Knowledge Gravity

The findings underscore a macro development: AI-driven knowledge mobility is reshaping the connection between storage and compute. As organizations undertake multi-cloud architectures, knowledge is more and more following efficiency, value, and proximity cues fairly than remaining centralized in a single hyperscaler.

This architectural shift demonstrates how the open cloud breaks down walled gardens. Organizations now not have to centralize all the pieces in a single hyperscaler to keep away from egress charges. As a substitute, they will mix best-of-breed options and scale workloads with out compromising accessibility or price range management.

“Transparency round how knowledge truly strikes is important for the subsequent era of builders,” mentioned Gleb Budman, CEO at Backblaze. “Our mission is to make clients unstoppable by fixing their hardest knowledge storage challenges. By publishing these community insights, we’re serving to clients perceive not solely how Backblaze operates, but additionally how the worldwide knowledge ecosystem is altering.”

Additionally Learn: The Finish Of Serendipity: What Occurs When AI Predicts Each Selection?

[To share your insights with us as part of editorial or sponsored content, please write to ughosh@itechseries.com]



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